Overview
Brought to you by YData
Dataset statistics
| Number of variables | 49 |
|---|---|
| Number of observations | 815 |
| Missing cells | 3051 |
| Missing cells (%) | 7.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 2.4 KiB |
Variable types
| Numeric | 9 |
|---|---|
| Text | 4 |
| Boolean | 14 |
| Categorical | 16 |
| Unsupported | 6 |
Flag_IsDiagnosedDisorderOfBrain has constant value "False" | Constant |
AdmitWard is highly overall correlated with ID and 4 other fields | High correlation |
BMI is highly overall correlated with Weight KG CORRECTED | High correlation |
Do you live alone? is highly overall correlated with Will there be someone, such as a family member or friend, who can support you during your initial recovery? | High correlation |
Flag_IsDiagnosedHeartRate is highly overall correlated with Flag_IsDiagnosedMentalandBehaviourAlcohol | High correlation |
Flag_IsDiagnosedMentalandBehaviourAlcohol is highly overall correlated with Flag_IsDiagnosedHeartRate | High correlation |
Flag_IsDiagnosedSmoker is highly overall correlated with Smoker | High correlation |
Height CM CORRECTED is highly overall correlated with Unnamed: 5 | High correlation |
ID is highly overall correlated with AdmitWard | High correlation |
PatientTotalTime is highly overall correlated with AdmitWard and 1 other fields | High correlation |
PrimaryProcedureDesc is highly overall correlated with AdmitWard and 1 other fields | High correlation |
Smoker is highly overall correlated with Flag_IsDiagnosedSmoker | High correlation |
TheatreCode is highly overall correlated with AdmitWard and 1 other fields | High correlation |
TheatreName is highly overall correlated with AdmitWard and 1 other fields | High correlation |
Unnamed: 5 is highly overall correlated with Height CM CORRECTED | High correlation |
Weight KG CORRECTED is highly overall correlated with BMI | High correlation |
Will there be someone, such as a family member or friend, who can support you during your initial recovery? is highly overall correlated with Do you live alone? | High correlation |
Smoker is highly imbalanced (64.3%) | Imbalance |
Will there be someone, such as a family member or friend, who can support you during your initial recovery? is highly imbalanced (63.2%) | Imbalance |
Can you go up and down the stairs without assistance? is highly imbalanced (59.4%) | Imbalance |
PrimaryProcedureDesc is highly imbalanced (53.8%) | Imbalance |
Flag_IsDiagnosedDiabetes is highly imbalanced (54.7%) | Imbalance |
Flag_IsDiagnosedSmoker is highly imbalanced (71.9%) | Imbalance |
Flag_IsDiagnosedHeartRate is highly imbalanced (95.5%) | Imbalance |
Flag_IsDiagnosedMentalandBehaviourAlcohol is highly imbalanced (95.5%) | Imbalance |
PRIORITY_TYPE_DESCRIPTION is highly imbalanced (56.2%) | Imbalance |
PersonEthnicCategoryDesc is highly imbalanced (73.3%) | Imbalance |
Age (years): has 93 (11.4%) missing values | Missing |
Height (please input in centimeters) has 93 (11.4%) missing values | Missing |
Weight (please input in kilograms) has 93 (11.4%) missing values | Missing |
Height CM CORRECTED has 95 (11.7%) missing values | Missing |
Unnamed: 5 has 307 (37.7%) missing values | Missing |
Weight KG CORRECTED has 105 (12.9%) missing values | Missing |
BMI has 12 (1.5%) missing values | Missing |
Can you go up and down the stairs without assistance? has 26 (3.2%) missing values | Missing |
How long do you expect to stay in hospital after your operation? has 9 (1.1%) missing values | Missing |
PersonGender has 16 (2.0%) missing values | Missing |
PersonBirthDate has 16 (2.0%) missing values | Missing |
AdmissionDateTime has 16 (2.0%) missing values | Missing |
DischargeDateTime has 16 (2.0%) missing values | Missing |
ProfCarerOnAdmitName has 109 (13.4%) missing values | Missing |
PrimaryProcedureCode has 113 (13.9%) missing values | Missing |
PrimaryProcedureDesc has 114 (14.0%) missing values | Missing |
TheatreCode has 111 (13.6%) missing values | Missing |
TheatreName has 111 (13.6%) missing values | Missing |
AdmitWard has 109 (13.4%) missing values | Missing |
OperationStartDateTime has 111 (13.6%) missing values | Missing |
OperationEndDateTime has 111 (13.6%) missing values | Missing |
OperationLengthMinute has 111 (13.6%) missing values | Missing |
PatientTotalTime has 111 (13.6%) missing values | Missing |
LengthOfStay has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedDiabetes has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedHypertension has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedSmoker has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedHeartRate has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedMentalandBehaviourAlcohol has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedObesity has 16 (2.0%) missing values | Missing |
Flag_IsDiagnosedDisorderOfBrain has 16 (2.0%) missing values | Missing |
SWFT_LoS has 73 (9.0%) missing values | Missing |
PRIORITY_TYPE_DESCRIPTION has 97 (11.9%) missing values | Missing |
PersonEthnicCategoryDesc has 93 (11.4%) missing values | Missing |
Postcode has 95 (11.7%) missing values | Missing |
PatientClassificationDesc has 93 (11.4%) missing values | Missing |
Counter_PreviousOrmisActivity has 440 (54.0%) missing values | Missing |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
PersonBirthDate is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
AdmissionDateTime is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
DischargeDateTime is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
PrimaryProcedureCode is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
OperationStartDateTime is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
OperationEndDateTime is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
LengthOfStay has 72 (8.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-22 23:33:29.592935 |
|---|---|
| Analysis finished | 2025-06-22 23:33:52.869415 |
| Duration | 23.28 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
ID
Real number (ℝ)
High correlation  Uniform  Unique 
| Distinct | 815 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 408 |
| Minimum | 1 |
|---|---|
| Maximum | 815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 41.7 |
| Q1 | 204.5 |
| median | 408 |
| Q3 | 611.5 |
| 95-th percentile | 774.3 |
| Maximum | 815 |
| Range | 814 |
| Interquartile range (IQR) | 407 |
Descriptive statistics
| Standard deviation | 235.41453 |
|---|---|
| Coefficient of variation (CV) | 0.57699639 |
| Kurtosis | -1.2 |
| Mean | 408 |
| Median Absolute Deviation (MAD) | 204 |
| Skewness | 0 |
| Sum | 332520 |
| Variance | 55420 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 815 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| Other values (805) | 805 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 815 | 1 | |
| 814 | 1 | |
| 813 | 1 | |
| 812 | 1 | |
| 811 | 1 | |
| 810 | 1 | |
| 809 | 1 | |
| 808 | 1 | |
| 807 | 1 | |
| 806 | 1 |
Age (years):
Text
Missing 
| Distinct | 82 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 93 |
| Missing (%) | 11.4% |
| Memory size | 44.8 KiB |
Length
| Max length | 34 |
|---|---|
| Median length | 2 |
| Mean length | 2.2520776 |
| Min length | 1 |
Unique
| Unique | 38 ? |
|---|---|
| Unique (%) | 5.3% |
Sample
| 1st row | 64 |
|---|---|
| 2nd row | 50 |
| 3rd row | 59 |
| 4th row | 63 |
| 5th row | 75 |
| Value | Count | Frequency (%) |
| 68 | 47 | 6.3% |
| 75 | 38 | 5.1% |
| 70 | 31 | 4.1% |
| 77 | 30 | 4.0% |
| 71 | 29 | 3.9% |
| 69 | 28 | 3.7% |
| 66 | 27 | 3.6% |
| 63 | 24 | 3.2% |
| 74 | 23 | 3.1% |
| 76 | 23 | 3.1% |
| Other values (61) | 448 |
Most occurring characters
| Value | Count | Frequency (%) |
| 7 | 330 | |
| 6 | 319 | |
| 5 | 195 | |
| 8 | 175 | |
| 9 | 83 | 5.1% |
| 1 | 80 | 4.9% |
| 0 | 77 | 4.7% |
| 4 | 70 | 4.3% |
| 2 | 63 | 3.9% |
| 3 | 62 | 3.8% |
| Other values (20) | 172 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1626 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 7 | 330 | |
| 6 | 319 | |
| 5 | 195 | |
| 8 | 175 | |
| 9 | 83 | 5.1% |
| 1 | 80 | 4.9% |
| 0 | 77 | 4.7% |
| 4 | 70 | 4.3% |
| 2 | 63 | 3.9% |
| 3 | 62 | 3.8% |
| Other values (20) | 172 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1626 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 7 | 330 | |
| 6 | 319 | |
| 5 | 195 | |
| 8 | 175 | |
| 9 | 83 | 5.1% |
| 1 | 80 | 4.9% |
| 0 | 77 | 4.7% |
| 4 | 70 | 4.3% |
| 2 | 63 | 3.9% |
| 3 | 62 | 3.8% |
| Other values (20) | 172 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1626 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 7 | 330 | |
| 6 | 319 | |
| 5 | 195 | |
| 8 | 175 | |
| 9 | 83 | 5.1% |
| 1 | 80 | 4.9% |
| 0 | 77 | 4.7% |
| 4 | 70 | 4.3% |
| 2 | 63 | 3.9% |
| 3 | 62 | 3.8% |
| Other values (20) | 172 |
Height (please input in centimeters)
Text
Missing 
| Distinct | 318 |
|---|---|
| Distinct (%) | 44.0% |
| Missing | 93 |
| Missing (%) | 11.4% |
| Memory size | 46.9 KiB |
Length
| Max length | 29 |
|---|---|
| Median length | 3 |
| Mean length | 4.7382271 |
| Min length | 1 |
Unique
| Unique | 237 ? |
|---|---|
| Unique (%) | 32.8% |
Sample
| 1st row | 178 |
|---|---|
| 2nd row | 170 |
| 3rd row | 150cm |
| 4th row | 164 |
| 5th row | 182.8 |
| Value | Count | Frequency (%) |
| cm | 36 | 4.1% |
| 170 | 30 | 3.4% |
| 178 | 24 | 2.7% |
| 5ft | 23 | 2.6% |
| 5 | 22 | 2.5% |
| 160 | 20 | 2.3% |
| 162 | 18 | 2.0% |
| 168 | 18 | 2.0% |
| 163 | 17 | 1.9% |
| 165 | 17 | 1.9% |
| Other values (258) | 657 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 713 | |
| 5 | 317 | 9.3% |
| 6 | 299 | 8.7% |
| 7 | 283 | 8.3% |
| 8 | 210 | 6.1% |
| . | 179 | 5.2% |
| 179 | 5.2% | |
| c | 153 | 4.5% |
| 0 | 140 | 4.1% |
| m | 139 | 4.1% |
| Other values (40) | 809 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3421 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 713 | |
| 5 | 317 | 9.3% |
| 6 | 299 | 8.7% |
| 7 | 283 | 8.3% |
| 8 | 210 | 6.1% |
| . | 179 | 5.2% |
| 179 | 5.2% | |
| c | 153 | 4.5% |
| 0 | 140 | 4.1% |
| m | 139 | 4.1% |
| Other values (40) | 809 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3421 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 713 | |
| 5 | 317 | 9.3% |
| 6 | 299 | 8.7% |
| 7 | 283 | 8.3% |
| 8 | 210 | 6.1% |
| . | 179 | 5.2% |
| 179 | 5.2% | |
| c | 153 | 4.5% |
| 0 | 140 | 4.1% |
| m | 139 | 4.1% |
| Other values (40) | 809 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3421 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 713 | |
| 5 | 317 | 9.3% |
| 6 | 299 | 8.7% |
| 7 | 283 | 8.3% |
| 8 | 210 | 6.1% |
| . | 179 | 5.2% |
| 179 | 5.2% | |
| c | 153 | 4.5% |
| 0 | 140 | 4.1% |
| m | 139 | 4.1% |
| Other values (40) | 809 |
Weight (please input in kilograms)
Text
Missing 
| Distinct | 388 |
|---|---|
| Distinct (%) | 53.7% |
| Missing | 93 |
| Missing (%) | 11.4% |
| Memory size | 46.2 KiB |
Length
| Max length | 45 |
|---|---|
| Median length | 37 |
| Mean length | 4.099723 |
| Min length | 1 |
Unique
| Unique | 293 ? |
|---|---|
| Unique (%) | 40.6% |
Sample
| 1st row | 96.6kg |
|---|---|
| 2nd row | 85 |
| 3rd row | 92kg |
| 4th row | 73 |
| 5th row | 99.2 |
| Value | Count | Frequency (%) |
| kg | 29 | 3.4% |
| 80 | 18 | 2.1% |
| 72 | 17 | 2.0% |
| 73 | 15 | 1.8% |
| 70 | 14 | 1.6% |
| 82 | 13 | 1.5% |
| stone | 13 | 1.5% |
| 95 | 12 | 1.4% |
| kilograms | 11 | 1.3% |
| 76 | 11 | 1.3% |
| Other values (358) | 704 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 249 | 8.4% |
| 1 | 249 | 8.4% |
| 7 | 234 | 7.9% |
| 6 | 218 | 7.4% |
| 9 | 196 | 6.6% |
| . | 195 | 6.6% |
| 0 | 189 | 6.4% |
| 5 | 176 | 5.9% |
| 159 | 5.4% | |
| 2 | 140 | 4.7% |
| Other values (47) | 955 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2960 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 8 | 249 | 8.4% |
| 1 | 249 | 8.4% |
| 7 | 234 | 7.9% |
| 6 | 218 | 7.4% |
| 9 | 196 | 6.6% |
| . | 195 | 6.6% |
| 0 | 189 | 6.4% |
| 5 | 176 | 5.9% |
| 159 | 5.4% | |
| 2 | 140 | 4.7% |
| Other values (47) | 955 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2960 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 8 | 249 | 8.4% |
| 1 | 249 | 8.4% |
| 7 | 234 | 7.9% |
| 6 | 218 | 7.4% |
| 9 | 196 | 6.6% |
| . | 195 | 6.6% |
| 0 | 189 | 6.4% |
| 5 | 176 | 5.9% |
| 159 | 5.4% | |
| 2 | 140 | 4.7% |
| Other values (47) | 955 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2960 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 8 | 249 | 8.4% |
| 1 | 249 | 8.4% |
| 7 | 234 | 7.9% |
| 6 | 218 | 7.4% |
| 9 | 196 | 6.6% |
| . | 195 | 6.6% |
| 0 | 189 | 6.4% |
| 5 | 176 | 5.9% |
| 159 | 5.4% | |
| 2 | 140 | 4.7% |
| Other values (47) | 955 |
Height CM CORRECTED
Real number (ℝ)
High correlation  Missing 
| Distinct | 86 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 95 |
| Missing (%) | 11.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.53018 |
| Minimum | 61 |
|---|---|
| Maximum | 710 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 152 |
| Q1 | 160 |
| median | 167 |
| Q3 | 177 |
| 95-th percentile | 185 |
| Maximum | 710 |
| Range | 649 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 25.098625 |
|---|---|
| Coefficient of variation (CV) | 0.14981554 |
| Kurtosis | 305.87072 |
| Mean | 167.53018 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 13.416862 |
| Sum | 120621.73 |
| Variance | 629.94097 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 170 | 46 | 5.6% |
| 160 | 42 | 5.2% |
| 165 | 36 | 4.4% |
| 162 | 31 | 3.8% |
| 177 | 28 | 3.4% |
| 167 | 27 | 3.3% |
| 180 | 27 | 3.3% |
| 178 | 27 | 3.3% |
| 172 | 24 | 2.9% |
| 163 | 24 | 2.9% |
| Other values (76) | 408 | |
| (Missing) | 95 | 11.7% |
| Value | Count | Frequency (%) |
| 61 | 1 | |
| 63 | 1 | |
| 66 | 1 | |
| 67 | 2 | |
| 68 | 2 | |
| 100 | 1 | |
| 128 | 1 | |
| 137 | 1 | |
| 142 | 2 | |
| 144.78 | 1 |
| Value | Count | Frequency (%) |
| 710 | 1 | 0.1% |
| 200 | 1 | 0.1% |
| 196 | 2 | 0.2% |
| 195 | 1 | 0.1% |
| 193 | 2 | 0.2% |
| 192 | 1 | 0.1% |
| 191 | 2 | 0.2% |
| 190.5 | 1 | 0.1% |
| 190 | 8 | |
| 188 | 5 |
Unnamed: 5
Real number (ℝ)
High correlation  Missing 
| Distinct | 57 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 307 |
| Missing (%) | 37.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6755315 |
| Minimum | 0 |
|---|---|
| Maximum | 7.1 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.52 |
| Q1 | 1.6 |
| median | 1.67 |
| Q3 | 1.77 |
| 95-th percentile | 1.8565 |
| Maximum | 7.1 |
| Range | 7.1 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.29172802 |
|---|---|
| Coefficient of variation (CV) | 0.17411074 |
| Kurtosis | 239.23901 |
| Mean | 1.6755315 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 11.950809 |
| Sum | 851.17 |
| Variance | 0.08510524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.7 | 39 | 4.8% |
| 1.6 | 37 | 4.5% |
| 1.65 | 28 | 3.4% |
| 1.62 | 24 | 2.9% |
| 1.77 | 24 | 2.9% |
| 1.57 | 19 | 2.3% |
| 1.67 | 19 | 2.3% |
| 1.68 | 19 | 2.3% |
| 1.78 | 19 | 2.3% |
| 1.72 | 18 | 2.2% |
| Other values (47) | 262 | |
| (Missing) | 307 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 0.63 | 1 | 0.1% |
| 0.66 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.68 | 2 | 0.2% |
| 1.28 | 1 | 0.1% |
| 1.37 | 1 | 0.1% |
| 1.42 | 2 | 0.2% |
| 1.47 | 3 | |
| 1.48 | 5 |
| Value | Count | Frequency (%) |
| 7.1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 1.96 | 1 | 0.1% |
| 1.95 | 1 | 0.1% |
| 1.93 | 2 | 0.2% |
| 1.92 | 1 | 0.1% |
| 1.91 | 2 | 0.2% |
| 1.9 | 5 | |
| 1.88 | 3 | |
| 1.87 | 4 |
Weight KG CORRECTED
Real number (ℝ)
High correlation  Missing 
| Distinct | 253 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 105 |
| Missing (%) | 12.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.631798 |
| Minimum | 10.5 |
|---|---|
| Maximum | 1032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 57.0675 |
| Q1 | 70 |
| median | 80 |
| Q3 | 94 |
| 95-th percentile | 118.55 |
| Maximum | 1032 |
| Range | 1021.5 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 54.578175 |
|---|---|
| Coefficient of variation (CV) | 0.63000165 |
| Kurtosis | 181.59014 |
| Mean | 86.631798 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 12.248816 |
| Sum | 61508.577 |
| Variance | 2978.7772 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72 | 23 | 2.8% |
| 73 | 21 | 2.6% |
| 80 | 19 | 2.3% |
| 70 | 17 | 2.1% |
| 82 | 15 | 1.8% |
| 95 | 15 | 1.8% |
| 92 | 13 | 1.6% |
| 68 | 12 | 1.5% |
| 69 | 12 | 1.5% |
| 76 | 12 | 1.5% |
| Other values (243) | 551 | |
| (Missing) | 105 | 12.9% |
| Value | Count | Frequency (%) |
| 10.5 | 1 | |
| 43.54 | 1 | |
| 44 | 1 | |
| 44.5 | 1 | |
| 48 | 1 | |
| 49.1 | 1 | |
| 50 | 2 | |
| 50.5 | 1 | |
| 50.8 | 2 | |
| 51 | 2 |
| Value | Count | Frequency (%) |
| 1032 | 1 | |
| 748 | 1 | |
| 714 | 1 | |
| 360 | 1 | |
| 207 | 1 | |
| 190 | 2 | |
| 179.63 | 1 | |
| 173 | 1 | |
| 169 | 1 | |
| 168 | 1 |
BMI
Real number (ℝ)
High correlation  Missing 
| Distinct | 591 |
|---|---|
| Distinct (%) | 73.6% |
| Missing | 12 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.28766 |
| Minimum | 2.2019441 |
|---|---|
| Maximum | 335.07785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 2.2019441 |
|---|---|
| 5-th percentile | 21.720679 |
| Q1 | 25.736678 |
| median | 28.7 |
| Q3 | 32.769395 |
| 95-th percentile | 40.997354 |
| Maximum | 335.07785 |
| Range | 332.87591 |
| Interquartile range (IQR) | 7.0327168 |
Descriptive statistics
| Standard deviation | 25.291734 |
|---|---|
| Coefficient of variation (CV) | 0.78332507 |
| Kurtosis | 87.300999 |
| Mean | 32.28766 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 8.8225559 |
| Sum | 25926.991 |
| Variance | 639.67178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 15 | 1.8% |
| 29 | 14 | 1.7% |
| 28 | 10 | 1.2% |
| 30 | 8 | 1.0% |
| 35 | 8 | 1.0% |
| 26 | 7 | 0.9% |
| 33 | 7 | 0.9% |
| 25 | 6 | 0.7% |
| 32 | 6 | 0.7% |
| 25.8 | 5 | 0.6% |
| Other values (581) | 717 | |
| (Missing) | 12 | 1.5% |
| Value | Count | Frequency (%) |
| 2.201944059 | 1 | |
| 3.856749311 | 1 | |
| 14.87290427 | 1 | |
| 17.3828125 | 1 | |
| 17.6 | 1 | |
| 18 | 1 | |
| 18.55056787 | 1 | |
| 18.8 | 1 | |
| 19.03114187 | 1 | |
| 19.84375 | 1 |
| Value | Count | Frequency (%) |
| 335.0778547 | 1 | |
| 333.161157 | 1 | |
| 286.0118571 | 1 | |
| 281.5311077 | 1 | |
| 247.5607039 | 1 | |
| 216.2629758 | 1 | |
| 188.1 | 1 | |
| 181.4058957 | 1 | |
| 153.787005 | 1 | |
| 131.4 | 1 |
Smoker
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | 55 |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 759 | |
| True | 55 | 6.7% |
| (Missing) | 1 | 0.1% |
Do you live alone?
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 3 |
| Missing (%) | 0.4% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 3 |
| Value | Count | Frequency (%) |
| False | 662 | |
| True | 150 | 18.4% |
| (Missing) | 3 | 0.4% |
High correlation  Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 63.7 KiB |
| Yes, including overnight | |
|---|---|
| Yes, in the daytime only | 43 |
| No | 41 |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 22.890529 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes, including overnight |
|---|---|
| 2nd row | Yes, including overnight |
| 3rd row | Yes, in the daytime only |
| 4th row | Yes, including overnight |
| 5th row | Yes, including overnight |
Common Values
| Value | Count | Frequency (%) |
| Yes, including overnight | 729 | |
| Yes, in the daytime only | 43 | 5.3% |
| No | 41 | 5.0% |
| (Missing) | 2 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 772 | |
| including | 729 | |
| overnight | 729 | |
| in | 43 | 1.8% |
| the | 43 | 1.8% |
| daytime | 43 | 1.8% |
| only | 43 | 1.8% |
| no | 41 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2273 | |
| n | 2273 | |
| 1630 | 8.8% | |
| e | 1587 | 8.5% |
| g | 1458 | 7.8% |
| t | 815 | 4.4% |
| o | 813 | 4.4% |
| Y | 772 | 4.1% |
| s | 772 | 4.1% |
| , | 772 | 4.1% |
| Other values (11) | 5445 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18610 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 2273 | |
| n | 2273 | |
| 1630 | 8.8% | |
| e | 1587 | 8.5% |
| g | 1458 | 7.8% |
| t | 815 | 4.4% |
| o | 813 | 4.4% |
| Y | 772 | 4.1% |
| s | 772 | 4.1% |
| , | 772 | 4.1% |
| Other values (11) | 5445 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18610 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 2273 | |
| n | 2273 | |
| 1630 | 8.8% | |
| e | 1587 | 8.5% |
| g | 1458 | 7.8% |
| t | 815 | 4.4% |
| o | 813 | 4.4% |
| Y | 772 | 4.1% |
| s | 772 | 4.1% |
| , | 772 | 4.1% |
| Other values (11) | 5445 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18610 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 2273 | |
| n | 2273 | |
| 1630 | 8.8% | |
| e | 1587 | 8.5% |
| g | 1458 | 7.8% |
| t | 815 | 4.4% |
| o | 813 | 4.4% |
| Y | 772 | 4.1% |
| s | 772 | 4.1% |
| , | 772 | 4.1% |
| Other values (11) | 5445 |
Do you have stairs at home?
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 1.7 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| True | 670 | |
| False | 143 | 17.5% |
| (Missing) | 2 | 0.2% |
Can you go up and down the stairs without assistance?
Boolean
Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 26 |
| Missing (%) | 3.2% |
| Memory size | 1.7 KiB |
| True | |
|---|---|
| False | 64 |
| (Missing) | 26 |
| Value | Count | Frequency (%) |
| True | 725 | |
| False | 64 | 7.9% |
| (Missing) | 26 | 3.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 6 |
| Missing (%) | 0.7% |
| Memory size | 1.7 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 6 |
| Value | Count | Frequency (%) |
| True | 655 | |
| False | 154 | 18.9% |
| (Missing) | 6 | 0.7% |
How far can you currently walk?
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 58.3 KiB |
| Less than a mile | |
|---|---|
| More than a mile | |
| In the house only |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 16.125461 |
| Min length | 16 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | More than a mile |
|---|---|
| 2nd row | Less than a mile |
| 3rd row | Less than a mile |
| 4th row | Less than a mile |
| 5th row | More than a mile |
Common Values
| Value | Count | Frequency (%) |
| Less than a mile | 438 | |
| More than a mile | 273 | |
| In the house only | 102 | 12.5% |
| (Missing) | 2 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| than | 711 | |
| mile | 711 | |
| a | 711 | |
| less | 438 | |
| more | 273 | 8.4% |
| in | 102 | 3.1% |
| the | 102 | 3.1% |
| house | 102 | 3.1% |
| only | 102 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2439 | ||
| e | 1626 | |
| a | 1422 | |
| s | 978 | |
| n | 915 | 7.0% |
| h | 915 | 7.0% |
| t | 813 | 6.2% |
| l | 813 | 6.2% |
| m | 711 | 5.4% |
| i | 711 | 5.4% |
| Other values (7) | 1767 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13110 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2439 | ||
| e | 1626 | |
| a | 1422 | |
| s | 978 | |
| n | 915 | 7.0% |
| h | 915 | 7.0% |
| t | 813 | 6.2% |
| l | 813 | 6.2% |
| m | 711 | 5.4% |
| i | 711 | 5.4% |
| Other values (7) | 1767 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13110 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2439 | ||
| e | 1626 | |
| a | 1422 | |
| s | 978 | |
| n | 915 | 7.0% |
| h | 915 | 7.0% |
| t | 813 | 6.2% |
| l | 813 | 6.2% |
| m | 711 | 5.4% |
| i | 711 | 5.4% |
| Other values (7) | 1767 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13110 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2439 | ||
| e | 1626 | |
| a | 1422 | |
| s | 978 | |
| n | 915 | 7.0% |
| h | 915 | 7.0% |
| t | 813 | 6.2% |
| l | 813 | 6.2% |
| m | 711 | 5.4% |
| i | 711 | 5.4% |
| Other values (7) | 1767 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3 |
| Missing (%) | 0.4% |
| Memory size | 58.7 KiB |
| No | |
|---|---|
| Yes - I use a walking stick or crutch | |
| Yes - I use a wheeled walker | 22 |
| Yes - I use a walking frame | 11 |
Length
| Max length | 37 |
|---|---|
| Median length | 2 |
| Mean length | 16.62069 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes - I use a walking stick or crutch |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 464 | |
| Yes - I use a walking stick or crutch | 315 | |
| Yes - I use a wheeled walker | 22 | 2.7% |
| Yes - I use a walking frame | 11 | 1.3% |
| (Missing) | 3 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 464 | |
| yes | 348 | |
| 348 | ||
| i | 348 | |
| use | 348 | |
| a | 348 | |
| walking | 326 | |
| stick | 315 | |
| or | 315 | |
| crutch | 315 | |
| Other values (3) | 55 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2718 | ||
| s | 1011 | 7.5% |
| c | 945 | 7.0% |
| e | 795 | 5.9% |
| o | 779 | 5.8% |
| a | 707 | 5.2% |
| k | 663 | 4.9% |
| r | 663 | 4.9% |
| u | 663 | 4.9% |
| i | 641 | 4.7% |
| Other values (13) | 3911 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13496 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2718 | ||
| s | 1011 | 7.5% |
| c | 945 | 7.0% |
| e | 795 | 5.9% |
| o | 779 | 5.8% |
| a | 707 | 5.2% |
| k | 663 | 4.9% |
| r | 663 | 4.9% |
| u | 663 | 4.9% |
| i | 641 | 4.7% |
| Other values (13) | 3911 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13496 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2718 | ||
| s | 1011 | 7.5% |
| c | 945 | 7.0% |
| e | 795 | 5.9% |
| o | 779 | 5.8% |
| a | 707 | 5.2% |
| k | 663 | 4.9% |
| r | 663 | 4.9% |
| u | 663 | 4.9% |
| i | 641 | 4.7% |
| Other values (13) | 3911 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13496 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2718 | ||
| s | 1011 | 7.5% |
| c | 945 | 7.0% |
| e | 795 | 5.9% |
| o | 779 | 5.8% |
| a | 707 | 5.2% |
| k | 663 | 4.9% |
| r | 663 | 4.9% |
| u | 663 | 4.9% |
| i | 641 | 4.7% |
| Other values (13) | 3911 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 4 |
| Missing (%) | 0.5% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 4 |
| Value | Count | Frequency (%) |
| False | 638 | |
| True | 173 | 21.2% |
| (Missing) | 4 | 0.5% |
How long do you expect to stay in hospital after your operation?
Categorical
Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 9 |
| Missing (%) | 1.1% |
| Memory size | 54.0 KiB |
| 1 night | |
|---|---|
| Go home the same day | |
| 2 nights | |
| 3 or more nights |
Length
| Max length | 20 |
|---|---|
| Median length | 7 |
| Mean length | 10.735732 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Go home the same day |
|---|---|
| 2nd row | Go home the same day |
| 3rd row | 1 night |
| 4th row | 1 night |
| 5th row | 1 night |
Common Values
| Value | Count | Frequency (%) |
| 1 night | 443 | |
| Go home the same day | 190 | |
| 2 nights | 127 | 15.6% |
| 3 or more nights | 46 | 5.6% |
| (Missing) | 9 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 443 | |
| night | 443 | |
| go | 190 | |
| home | 190 | |
| the | 190 | |
| same | 190 | |
| day | 190 | |
| nights | 173 | 7.6% |
| 2 | 127 | 5.6% |
| 3 | 46 | 2.0% |
| Other values (2) | 92 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1468 | ||
| h | 996 | |
| t | 806 | |
| g | 616 | 7.1% |
| i | 616 | 7.1% |
| n | 616 | 7.1% |
| e | 616 | 7.1% |
| o | 472 | 5.5% |
| 1 | 443 | 5.1% |
| m | 426 | 4.9% |
| Other values (8) | 1578 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8653 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1468 | ||
| h | 996 | |
| t | 806 | |
| g | 616 | 7.1% |
| i | 616 | 7.1% |
| n | 616 | 7.1% |
| e | 616 | 7.1% |
| o | 472 | 5.5% |
| 1 | 443 | 5.1% |
| m | 426 | 4.9% |
| Other values (8) | 1578 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8653 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1468 | ||
| h | 996 | |
| t | 806 | |
| g | 616 | 7.1% |
| i | 616 | 7.1% |
| n | 616 | 7.1% |
| e | 616 | 7.1% |
| o | 472 | 5.5% |
| 1 | 443 | 5.1% |
| m | 426 | 4.9% |
| Other values (8) | 1578 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8653 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1468 | ||
| h | 996 | |
| t | 806 | |
| g | 616 | 7.1% |
| i | 616 | 7.1% |
| n | 616 | 7.1% |
| e | 616 | 7.1% |
| o | 472 | 5.5% |
| 1 | 443 | 5.1% |
| m | 426 | 4.9% |
| Other values (8) | 1578 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.6 KiB |
| Mildly | |
|---|---|
| Moderately | |
| Not at all | |
| Very |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 7.6441718 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not at all |
|---|---|
| 2nd row | Moderately |
| 3rd row | Mildly |
| 4th row | Very |
| 5th row | Moderately |
Common Values
| Value | Count | Frequency (%) |
| Mildly | 318 | |
| Moderately | 264 | |
| Not at all | 125 | 15.3% |
| Very | 108 | 13.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mildly | 318 | |
| moderately | 264 | |
| not | 125 | 11.7% |
| at | 125 | 11.7% |
| all | 125 | 11.7% |
| very | 108 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1150 | |
| y | 690 | |
| e | 636 | |
| d | 582 | |
| M | 582 | |
| t | 514 | |
| a | 514 | |
| o | 389 | 6.2% |
| r | 372 | 6.0% |
| i | 318 | 5.1% |
| Other values (3) | 483 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6230 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 1150 | |
| y | 690 | |
| e | 636 | |
| d | 582 | |
| M | 582 | |
| t | 514 | |
| a | 514 | |
| o | 389 | 6.2% |
| r | 372 | 6.0% |
| i | 318 | 5.1% |
| Other values (3) | 483 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6230 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 1150 | |
| y | 690 | |
| e | 636 | |
| d | 582 | |
| M | 582 | |
| t | 514 | |
| a | 514 | |
| o | 389 | 6.2% |
| r | 372 | 6.0% |
| i | 318 | 5.1% |
| Other values (3) | 483 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6230 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 1150 | |
| y | 690 | |
| e | 636 | |
| d | 582 | |
| M | 582 | |
| t | 514 | |
| a | 514 | |
| o | 389 | 6.2% |
| r | 372 | 6.0% |
| i | 318 | 5.1% |
| Other values (3) | 483 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 540 | |
| True | 274 | |
| (Missing) | 1 | 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.4 KiB |
| Less than 15 seconds | |
|---|---|
| More than 15 seconds | |
| Unable to do it | 6 |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 19.96319 |
| Min length | 15 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | More than 15 seconds |
|---|---|
| 2nd row | Less than 15 seconds |
| 3rd row | Less than 15 seconds |
| 4th row | Less than 15 seconds |
| 5th row | Less than 15 seconds |
Common Values
| Value | Count | Frequency (%) |
| Less than 15 seconds | 522 | |
| More than 15 seconds | 287 | |
| Unable to do it | 6 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| than | 809 | |
| seconds | 809 | |
| 15 | 809 | |
| less | 522 | |
| more | 287 | 8.8% |
| unable | 6 | 0.2% |
| to | 6 | 0.2% |
| do | 6 | 0.2% |
| it | 6 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 2662 | |
| 2445 | ||
| e | 1624 | |
| n | 1624 | |
| o | 1108 | |
| t | 821 | 5.0% |
| d | 815 | 5.0% |
| a | 815 | 5.0% |
| c | 809 | 5.0% |
| h | 809 | 5.0% |
| Other values (9) | 2738 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16270 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 2662 | |
| 2445 | ||
| e | 1624 | |
| n | 1624 | |
| o | 1108 | |
| t | 821 | 5.0% |
| d | 815 | 5.0% |
| a | 815 | 5.0% |
| c | 809 | 5.0% |
| h | 809 | 5.0% |
| Other values (9) | 2738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16270 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 2662 | |
| 2445 | ||
| e | 1624 | |
| n | 1624 | |
| o | 1108 | |
| t | 821 | 5.0% |
| d | 815 | 5.0% |
| a | 815 | 5.0% |
| c | 809 | 5.0% |
| h | 809 | 5.0% |
| Other values (9) | 2738 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16270 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 2662 | |
| 2445 | ||
| e | 1624 | |
| n | 1624 | |
| o | 1108 | |
| t | 821 | 5.0% |
| d | 815 | 5.0% |
| a | 815 | 5.0% |
| c | 809 | 5.0% |
| h | 809 | 5.0% |
| Other values (9) | 2738 |
PersonGender
Categorical
Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 49.6 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1414268 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 456 | |
| Male | 343 | |
| (Missing) | 16 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 456 | |
| male | 343 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1255 | |
| a | 799 | |
| l | 799 | |
| F | 456 | 11.1% |
| m | 456 | 11.1% |
| M | 343 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4108 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1255 | |
| a | 799 | |
| l | 799 | |
| F | 456 | 11.1% |
| m | 456 | 11.1% |
| M | 343 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4108 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1255 | |
| a | 799 | |
| l | 799 | |
| F | 456 | 11.1% |
| m | 456 | 11.1% |
| M | 343 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4108 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1255 | |
| a | 799 | |
| l | 799 | |
| F | 456 | 11.1% |
| m | 456 | 11.1% |
| M | 343 | 8.3% |
PersonBirthDate
Unsupported
Missing  Rejected  Unsupported 
| Missing | 16 |
|---|---|
| Missing (%) | 2.0% |
| Memory size | 40.1 KiB |
AdmissionDateTime
Unsupported
Missing  Rejected  Unsupported 
| Missing | 16 |
|---|---|
| Missing (%) | 2.0% |
| Memory size | 39.3 KiB |
DischargeDateTime
Unsupported
Missing  Rejected  Unsupported 
| Missing | 16 |
|---|---|
| Missing (%) | 2.0% |
| Memory size | 39.3 KiB |
ProfCarerOnAdmitName
Categorical
Missing 
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 109 |
| Missing (%) | 13.4% |
| Memory size | 50.8 KiB |
| Faisal | |
|---|---|
| Shepherd | |
| Robertson | |
| Shah | |
| Ud-Din | |
| Other values (8) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 6.5708215 |
| Min length | 4 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | Shah |
|---|---|
| 2nd row | Robertson |
| 3rd row | Faisal |
| 4th row | Shah |
| 5th row | Robertson |
Common Values
| Value | Count | Frequency (%) |
| Faisal | 140 | |
| Shepherd | 133 | |
| Robertson | 116 | |
| Shah | 99 | |
| Ud-Din | 80 | |
| Waite | 73 | |
| Abdel Kawy | 21 | 2.6% |
| Wood | 20 | 2.5% |
| Krishnan | 11 | 1.3% |
| Young | 6 | 0.7% |
| Other values (3) | 7 | 0.9% |
| (Missing) | 109 |
Length
| Value | Count | Frequency (%) |
| faisal | 140 | |
| shepherd | 133 | |
| robertson | 116 | |
| shah | 99 | |
| ud-din | 80 | |
| waite | 73 | |
| abdel | 21 | 2.9% |
| kawy | 21 | 2.9% |
| wood | 20 | 2.8% |
| krishnan | 11 | 1.5% |
| Other values (4) | 13 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 493 | 10.6% |
| h | 477 | 10.3% |
| e | 476 | 10.3% |
| i | 304 | 6.6% |
| o | 283 | 6.1% |
| s | 267 | 5.8% |
| r | 265 | 5.7% |
| d | 254 | 5.5% |
| S | 232 | 5.0% |
| n | 225 | 4.9% |
| Other values (21) | 1363 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4639 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 493 | 10.6% |
| h | 477 | 10.3% |
| e | 476 | 10.3% |
| i | 304 | 6.6% |
| o | 283 | 6.1% |
| s | 267 | 5.8% |
| r | 265 | 5.7% |
| d | 254 | 5.5% |
| S | 232 | 5.0% |
| n | 225 | 4.9% |
| Other values (21) | 1363 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4639 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 493 | 10.6% |
| h | 477 | 10.3% |
| e | 476 | 10.3% |
| i | 304 | 6.6% |
| o | 283 | 6.1% |
| s | 267 | 5.8% |
| r | 265 | 5.7% |
| d | 254 | 5.5% |
| S | 232 | 5.0% |
| n | 225 | 4.9% |
| Other values (21) | 1363 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4639 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 493 | 10.6% |
| h | 477 | 10.3% |
| e | 476 | 10.3% |
| i | 304 | 6.6% |
| o | 283 | 6.1% |
| s | 267 | 5.8% |
| r | 265 | 5.7% |
| d | 254 | 5.5% |
| S | 232 | 5.0% |
| n | 225 | 4.9% |
| Other values (21) | 1363 |
PrimaryProcedureCode
Unsupported
Missing  Rejected  Unsupported 
| Missing | 113 |
|---|---|
| Missing (%) | 13.9% |
| Memory size | 45.5 KiB |
PrimaryProcedureDesc
Categorical
High correlation  Imbalance  Missing 
| Distinct | 24 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 114 |
| Missing (%) | 14.0% |
| Memory size | 88.5 KiB |
| Primary total prosthetic replacement of hip joint not using cement | |
|---|---|
| Primary total prosthetic replacement of knee joint using cement | |
| Primary resurfacing arthroplasty of joint | |
| Primary hybrid prosthetic replacement of hip joint using cemented femoral component | 21 |
| Conversion to total prosthetic replacement of knee joint using cement | 11 |
| Other values (19) |
Length
| Max length | 86 |
|---|---|
| Median length | 83 |
| Mean length | 61.721826 |
| Min length | 21 |
Unique
| Unique | 11 ? |
|---|---|
| Unique (%) | 1.6% |
Sample
| 1st row | Primary total prosthetic replacement of hip joint not using cement |
|---|---|
| 2nd row | Primary total prosthetic replacement of knee joint using cement |
| 3rd row | Primary total prosthetic replacement of hip joint not using cement |
| 4th row | Primary total prosthetic replacement of hip joint not using cement |
| 5th row | Primary total prosthetic replacement of knee joint using cement |
Common Values
| Value | Count | Frequency (%) |
| Primary total prosthetic replacement of hip joint not using cement | 316 | |
| Primary total prosthetic replacement of knee joint using cement | 212 | |
| Primary resurfacing arthroplasty of joint | 105 | 12.9% |
| Primary hybrid prosthetic replacement of hip joint using cemented femoral component | 21 | 2.6% |
| Conversion to total prosthetic replacement of knee joint using cement | 11 | 1.3% |
| Revision of total prosthetic replacement of hip joint not using cement | 7 | 0.9% |
| Revision of total prosthetic replacement of knee joint using cement | 3 | 0.4% |
| Primary total prosthetic replacement of knee joint not using cement | 3 | 0.4% |
| Primary hybrid prosthetic replacement of hip joint using cemented acetabular component | 3 | 0.4% |
| Primary total prosthetic replacement of hip joint using cement | 3 | 0.4% |
| Other values (14) | 17 | 2.1% |
| (Missing) | 114 | 14.0% |
Length
| Value | Count | Frequency (%) |
| of | 717 | |
| joint | 694 | |
| primary | 667 | |
| prosthetic | 588 | |
| replacement | 588 | |
| using | 586 | |
| cement | 562 | |
| total | 559 | |
| hip | 356 | |
| not | 330 | |
| Other values (30) | 618 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5564 | ||
| t | 4767 | |
| e | 4214 | |
| n | 3236 | 7.5% |
| o | 3135 | 7.2% |
| i | 3084 | 7.1% |
| r | 3013 | 7.0% |
| a | 2182 | 5.0% |
| c | 1909 | 4.4% |
| m | 1891 | 4.4% |
| Other values (20) | 10272 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 43267 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5564 | ||
| t | 4767 | |
| e | 4214 | |
| n | 3236 | 7.5% |
| o | 3135 | 7.2% |
| i | 3084 | 7.1% |
| r | 3013 | 7.0% |
| a | 2182 | 5.0% |
| c | 1909 | 4.4% |
| m | 1891 | 4.4% |
| Other values (20) | 10272 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 43267 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5564 | ||
| t | 4767 | |
| e | 4214 | |
| n | 3236 | 7.5% |
| o | 3135 | 7.2% |
| i | 3084 | 7.1% |
| r | 3013 | 7.0% |
| a | 2182 | 5.0% |
| c | 1909 | 4.4% |
| m | 1891 | 4.4% |
| Other values (20) | 10272 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 43267 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5564 | ||
| t | 4767 | |
| e | 4214 | |
| n | 3236 | 7.5% |
| o | 3135 | 7.2% |
| i | 3084 | 7.1% |
| r | 3013 | 7.0% |
| a | 2182 | 5.0% |
| c | 1909 | 4.4% |
| m | 1891 | 4.4% |
| Other values (20) | 10272 |
TheatreCode
Categorical
High correlation  Missing 
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 111 |
| Missing (%) | 13.6% |
| Memory size | 49.3 KiB |
| THE 6 | |
|---|---|
| VAN1 | |
| THE5 | |
| THE4 | |
| THE3 | |
| Other values (2) | 3 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.4375 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | THE 6 |
|---|---|
| 2nd row | THE5 |
| 3rd row | THE5 |
| 4th row | THE 6 |
| 5th row | THE 6 |
Common Values
| Value | Count | Frequency (%) |
| THE 6 | 305 | |
| VAN1 | 157 | |
| THE5 | 144 | |
| THE4 | 59 | 7.2% |
| THE3 | 36 | 4.4% |
| DSC D | 2 | 0.2% |
| DSC A | 1 | 0.1% |
| (Missing) | 111 | 13.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| the | 305 | |
| 6 | 305 | |
| van1 | 157 | |
| the5 | 144 | |
| the4 | 59 | 5.8% |
| the3 | 36 | 3.6% |
| dsc | 3 | 0.3% |
| d | 2 | 0.2% |
| a | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 544 | |
| H | 544 | |
| E | 544 | |
| 308 | ||
| 6 | 305 | |
| A | 158 | 5.1% |
| V | 157 | 5.0% |
| N | 157 | 5.0% |
| 1 | 157 | 5.0% |
| 5 | 144 | 4.6% |
| Other values (5) | 106 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3124 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 544 | |
| H | 544 | |
| E | 544 | |
| 308 | ||
| 6 | 305 | |
| A | 158 | 5.1% |
| V | 157 | 5.0% |
| N | 157 | 5.0% |
| 1 | 157 | 5.0% |
| 5 | 144 | 4.6% |
| Other values (5) | 106 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3124 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 544 | |
| H | 544 | |
| E | 544 | |
| 308 | ||
| 6 | 305 | |
| A | 158 | 5.1% |
| V | 157 | 5.0% |
| N | 157 | 5.0% |
| 1 | 157 | 5.0% |
| 5 | 144 | 4.6% |
| Other values (5) | 106 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3124 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 544 | |
| H | 544 | |
| E | 544 | |
| 308 | ||
| 6 | 305 | |
| A | 158 | 5.1% |
| V | 157 | 5.0% |
| N | 157 | 5.0% |
| 1 | 157 | 5.0% |
| 5 | 144 | 4.6% |
| Other values (5) | 106 | 3.4% |
TheatreName
Categorical
High correlation  Missing 
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 111 |
| Missing (%) | 13.6% |
| Memory size | 52.9 KiB |
| THEATRE 6 | |
|---|---|
| VANGUARD ONE | |
| Theatre 5 | |
| Theatre 4 | |
| Theatre 3 | |
| Other values (2) | 3 |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 9.6690341 |
| Min length | 9 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | THEATRE 6 |
|---|---|
| 2nd row | Theatre 5 |
| 3rd row | Theatre 5 |
| 4th row | THEATRE 6 |
| 5th row | THEATRE 6 |
Common Values
| Value | Count | Frequency (%) |
| THEATRE 6 | 305 | |
| VANGUARD ONE | 157 | |
| Theatre 5 | 144 | |
| Theatre 4 | 59 | 7.2% |
| Theatre 3 | 36 | 4.4% |
| THEATRE D | 2 | 0.2% |
| THEATRE A | 1 | 0.1% |
| (Missing) | 111 | 13.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| theatre | 547 | |
| 6 | 305 | |
| vanguard | 157 | 11.2% |
| one | 157 | 11.2% |
| 5 | 144 | 10.2% |
| 4 | 59 | 4.2% |
| 3 | 36 | 2.6% |
| d | 2 | 0.1% |
| a | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 855 | |
| E | 773 | |
| 704 | ||
| A | 623 | 9.2% |
| e | 478 | 7.0% |
| R | 465 | 6.8% |
| N | 314 | 4.6% |
| H | 308 | 4.5% |
| 6 | 305 | 4.5% |
| t | 239 | 3.5% |
| Other values (11) | 1743 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6807 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 855 | |
| E | 773 | |
| 704 | ||
| A | 623 | 9.2% |
| e | 478 | 7.0% |
| R | 465 | 6.8% |
| N | 314 | 4.6% |
| H | 308 | 4.5% |
| 6 | 305 | 4.5% |
| t | 239 | 3.5% |
| Other values (11) | 1743 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6807 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 855 | |
| E | 773 | |
| 704 | ||
| A | 623 | 9.2% |
| e | 478 | 7.0% |
| R | 465 | 6.8% |
| N | 314 | 4.6% |
| H | 308 | 4.5% |
| 6 | 305 | 4.5% |
| t | 239 | 3.5% |
| Other values (11) | 1743 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6807 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 855 | |
| E | 773 | |
| 704 | ||
| A | 623 | 9.2% |
| e | 478 | 7.0% |
| R | 465 | 6.8% |
| N | 314 | 4.6% |
| H | 308 | 4.5% |
| 6 | 305 | 4.5% |
| t | 239 | 3.5% |
| Other values (11) | 1743 |
AdmitWard
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 109 |
| Missing (%) | 13.4% |
| Memory size | 54.6 KiB |
| GREVILLE WARD | |
|---|---|
| THOMAS WARD | |
| FAIRFAX FAA | 21 |
| DAY SURGERY CENTRE | 4 |
Length
| Max length | 18 |
|---|---|
| Median length | 13 |
| Mean length | 12.127479 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GREVILLE WARD |
|---|---|
| 2nd row | GREVILLE WARD |
| 3rd row | GREVILLE WARD |
| 4th row | GREVILLE WARD |
| 5th row | GREVILLE WARD |
Common Values
| Value | Count | Frequency (%) |
| GREVILLE WARD | 384 | |
| THOMAS WARD | 297 | |
| FAIRFAX FAA | 21 | 2.6% |
| DAY SURGERY CENTRE | 4 | 0.5% |
| (Missing) | 109 | 13.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ward | 681 | |
| greville | 384 | |
| thomas | 297 | |
| fairfax | 21 | 1.5% |
| faa | 21 | 1.5% |
| day | 4 | 0.3% |
| surgery | 4 | 0.3% |
| centre | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1098 | |
| A | 1066 | |
| E | 780 | |
| L | 768 | |
| 710 | ||
| D | 685 | |
| W | 681 | |
| I | 405 | 4.7% |
| G | 388 | 4.5% |
| V | 384 | 4.5% |
| Other values (11) | 1597 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8562 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1098 | |
| A | 1066 | |
| E | 780 | |
| L | 768 | |
| 710 | ||
| D | 685 | |
| W | 681 | |
| I | 405 | 4.7% |
| G | 388 | 4.5% |
| V | 384 | 4.5% |
| Other values (11) | 1597 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8562 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1098 | |
| A | 1066 | |
| E | 780 | |
| L | 768 | |
| 710 | ||
| D | 685 | |
| W | 681 | |
| I | 405 | 4.7% |
| G | 388 | 4.5% |
| V | 384 | 4.5% |
| Other values (11) | 1597 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8562 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1098 | |
| A | 1066 | |
| E | 780 | |
| L | 768 | |
| 710 | ||
| D | 685 | |
| W | 681 | |
| I | 405 | 4.7% |
| G | 388 | 4.5% |
| V | 384 | 4.5% |
| Other values (11) | 1597 |
OperationStartDateTime
Unsupported
Missing  Rejected  Unsupported 
| Missing | 111 |
|---|---|
| Missing (%) | 13.6% |
| Memory size | 37.1 KiB |
OperationEndDateTime
Unsupported
Missing  Rejected  Unsupported 
| Missing | 111 |
|---|---|
| Missing (%) | 13.6% |
| Memory size | 37.1 KiB |
OperationLengthMinute
Real number (ℝ)
Missing 
| Distinct | 104 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 111 |
| Missing (%) | 13.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.237216 |
| Minimum | 12 |
|---|---|
| Maximum | 187 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 71 |
| median | 84 |
| Q3 | 97.25 |
| 95-th percentile | 125 |
| Maximum | 187 |
| Range | 175 |
| Interquartile range (IQR) | 26.25 |
Descriptive statistics
| Standard deviation | 21.93996 |
|---|---|
| Coefficient of variation (CV) | 0.25441406 |
| Kurtosis | 2.3931448 |
| Mean | 86.237216 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.96455905 |
| Sum | 60711 |
| Variance | 481.36186 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 20 | 2.5% |
| 75 | 20 | 2.5% |
| 84 | 19 | 2.3% |
| 82 | 18 | 2.2% |
| 73 | 18 | 2.2% |
| 74 | 17 | 2.1% |
| 66 | 17 | 2.1% |
| 94 | 16 | 2.0% |
| 69 | 16 | 2.0% |
| 92 | 16 | 2.0% |
| Other values (94) | 527 | |
| (Missing) | 111 | 13.6% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 41 | 1 | 0.1% |
| 49 | 2 | |
| 50 | 4 | |
| 51 | 4 | |
| 52 | 3 | |
| 53 | 4 |
| Value | Count | Frequency (%) |
| 187 | 2 | |
| 183 | 1 | |
| 174 | 1 | |
| 159 | 2 | |
| 157 | 2 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 147 | 1 | |
| 146 | 2 |
PatientTotalTime
Real number (ℝ)
High correlation  Missing 
| Distinct | 46 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 111 |
| Missing (%) | 13.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 131.91335 |
| Minimum | 30 |
|---|---|
| Maximum | 270 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 117 |
| Q1 | 120 |
| median | 120 |
| Q3 | 134 |
| 95-th percentile | 210 |
| Maximum | 270 |
| Range | 240 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 29.929023 |
|---|---|
| Coefficient of variation (CV) | 0.22688395 |
| Kurtosis | 6.9109283 |
| Mean | 131.91335 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.5395737 |
| Sum | 92867 |
| Variance | 895.74639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 120 | 350 | |
| 121 | 50 | 6.1% |
| 134 | 42 | 5.2% |
| 240 | 28 | 3.4% |
| 135 | 26 | 3.2% |
| 141 | 23 | 2.8% |
| 128 | 15 | 1.8% |
| 180 | 14 | 1.7% |
| 118 | 14 | 1.7% |
| 136 | 13 | 1.6% |
| Other values (36) | 129 | 15.8% |
| (Missing) | 111 | 13.6% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 60 | 2 | 0.2% |
| 90 | 1 | 0.1% |
| 109 | 4 | |
| 110 | 6 | |
| 111 | 2 | 0.2% |
| 112 | 2 | 0.2% |
| 114 | 8 | |
| 115 | 5 |
| Value | Count | Frequency (%) |
| 270 | 1 | 0.1% |
| 250 | 2 | 0.2% |
| 240 | 28 | |
| 220 | 4 | 0.5% |
| 210 | 7 | 0.9% |
| 200 | 5 | 0.6% |
| 194 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 187 | 1 | 0.1% |
| 180 | 14 |
LengthOfStay
Real number (ℝ)
Missing  Zeros 
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5193992 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 72 |
| Zeros (%) | 8.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6631979 |
|---|---|
| Coefficient of variation (CV) | 1.0946418 |
| Kurtosis | 115.98009 |
| Mean | 1.5193992 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.1839098 |
| Sum | 1214 |
| Variance | 2.7662272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 466 | |
| 2 | 176 | 21.6% |
| 0 | 72 | 8.8% |
| 3 | 43 | 5.3% |
| 4 | 15 | 1.8% |
| 5 | 12 | 1.5% |
| 6 | 3 | 0.4% |
| 9 | 3 | 0.4% |
| 7 | 3 | 0.4% |
| 8 | 3 | 0.4% |
| Other values (3) | 3 | 0.4% |
| (Missing) | 16 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 72 | 8.8% |
| 1 | 466 | |
| 2 | 176 | 21.6% |
| 3 | 43 | 5.3% |
| 4 | 15 | 1.8% |
| 5 | 12 | 1.5% |
| 6 | 3 | 0.4% |
| 7 | 3 | 0.4% |
| 8 | 3 | 0.4% |
| 9 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 9 | 3 | 0.4% |
| 8 | 3 | 0.4% |
| 7 | 3 | 0.4% |
| 6 | 3 | 0.4% |
| 5 | 12 | 1.5% |
| 4 | 15 | 1.8% |
| 3 | 43 |
Flag_IsDiagnosedDiabetes
Boolean
Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 723 | |
| True | 76 | 9.3% |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedHypertension
Boolean
Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 425 | |
| True | 374 | |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedSmoker
Boolean
High correlation  Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | 39 |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 760 | |
| True | 39 | 4.8% |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedHeartRate
Boolean
High correlation  Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | 4 |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 795 | |
| True | 4 | 0.5% |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedMentalandBehaviourAlcohol
Boolean
High correlation  Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | 4 |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 795 | |
| True | 4 | 0.5% |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedObesity
Boolean
Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 703 | |
| True | 96 | 11.8% |
| (Missing) | 16 | 2.0% |
Flag_IsDiagnosedDisorderOfBrain
Boolean
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 16 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| False | 799 | |
| (Missing) | 16 | 2.0% |
SWFT_LoS
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 73 |
| Missing (%) | 9.0% |
| Memory size | 48.2 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 2.0 | |
| 3.0 | 5 |
| 10.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0013477 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 515 | |
| 0.0 | 155 | 19.0% |
| 2.0 | 66 | 8.1% |
| 3.0 | 5 | 0.6% |
| 10.0 | 1 | 0.1% |
| (Missing) | 73 | 9.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 515 | |
| 0.0 | 155 | 20.9% |
| 2.0 | 66 | 8.9% |
| 3.0 | 5 | 0.7% |
| 10.0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 898 | |
| . | 742 | |
| 1 | 516 | |
| 2 | 66 | 3.0% |
| 3 | 5 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2227 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 898 | |
| . | 742 | |
| 1 | 516 | |
| 2 | 66 | 3.0% |
| 3 | 5 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2227 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 898 | |
| . | 742 | |
| 1 | 516 | |
| 2 | 66 | 3.0% |
| 3 | 5 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2227 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 898 | |
| . | 742 | |
| 1 | 516 | |
| 2 | 66 | 3.0% |
| 3 | 5 | 0.2% |
PRIORITY_TYPE_DESCRIPTION
Categorical
Imbalance  Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 97 |
| Missing (%) | 11.9% |
| Memory size | 51.0 KiB |
| Routine | |
|---|---|
| Urgent | 65 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9094708 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Routine |
|---|---|
| 2nd row | Routine |
| 3rd row | Routine |
| 4th row | Routine |
| 5th row | Routine |
Common Values
| Value | Count | Frequency (%) |
| Routine | 653 | |
| Urgent | 65 | 8.0% |
| (Missing) | 97 | 11.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| routine | 653 | |
| urgent | 65 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 718 | |
| t | 718 | |
| e | 718 | |
| R | 653 | |
| o | 653 | |
| u | 653 | |
| i | 653 | |
| U | 65 | 1.3% |
| r | 65 | 1.3% |
| g | 65 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4961 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 718 | |
| t | 718 | |
| e | 718 | |
| R | 653 | |
| o | 653 | |
| u | 653 | |
| i | 653 | |
| U | 65 | 1.3% |
| r | 65 | 1.3% |
| g | 65 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4961 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 718 | |
| t | 718 | |
| e | 718 | |
| R | 653 | |
| o | 653 | |
| u | 653 | |
| i | 653 | |
| U | 65 | 1.3% |
| r | 65 | 1.3% |
| g | 65 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4961 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 718 | |
| t | 718 | |
| e | 718 | |
| R | 653 | |
| o | 653 | |
| u | 653 | |
| i | 653 | |
| U | 65 | 1.3% |
| r | 65 | 1.3% |
| g | 65 | 1.3% |
PersonEthnicCategoryDesc
Categorical
Imbalance  Missing 
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 93 |
| Missing (%) | 11.4% |
| Memory size | 51.8 KiB |
| British | |
|---|---|
| Not stated | |
| Any other white background | 27 |
| Indian | 9 |
| Any other ethnic group | 4 |
| Other values (7) | 13 |
Length
| Max length | 26 |
|---|---|
| Median length | 7 |
| Mean length | 8.0567867 |
| Min length | 5 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | British |
|---|---|
| 2nd row | British |
| 3rd row | British |
| 4th row | British |
| 5th row | British |
Common Values
| Value | Count | Frequency (%) |
| British | 608 | |
| Not stated | 61 | 7.5% |
| Any other white background | 27 | 3.3% |
| Indian | 9 | 1.1% |
| Any other ethnic group | 4 | 0.5% |
| Pakistani | 4 | 0.5% |
| Irish | 3 | 0.4% |
| Not known | 2 | 0.2% |
| White and Asian | 1 | 0.1% |
| Chinese | 1 | 0.1% |
| Other values (2) | 2 | 0.2% |
| (Missing) | 93 | 11.4% |
Length
| Value | Count | Frequency (%) |
| british | 608 | |
| not | 63 | 7.2% |
| stated | 61 | 6.9% |
| any | 31 | 3.5% |
| other | 31 | 3.5% |
| white | 28 | 3.2% |
| background | 27 | 3.1% |
| indian | 9 | 1.0% |
| ethnic | 4 | 0.5% |
| group | 4 | 0.5% |
| Other values (8) | 14 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1272 | |
| t | 860 | |
| s | 678 | |
| h | 675 | |
| r | 675 | |
| B | 608 | |
| 158 | 2.7% | |
| e | 127 | 2.2% |
| o | 127 | 2.2% |
| a | 110 | 1.9% |
| Other values (17) | 527 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5817 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1272 | |
| t | 860 | |
| s | 678 | |
| h | 675 | |
| r | 675 | |
| B | 608 | |
| 158 | 2.7% | |
| e | 127 | 2.2% |
| o | 127 | 2.2% |
| a | 110 | 1.9% |
| Other values (17) | 527 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5817 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1272 | |
| t | 860 | |
| s | 678 | |
| h | 675 | |
| r | 675 | |
| B | 608 | |
| 158 | 2.7% | |
| e | 127 | 2.2% |
| o | 127 | 2.2% |
| a | 110 | 1.9% |
| Other values (17) | 527 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5817 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1272 | |
| t | 860 | |
| s | 678 | |
| h | 675 | |
| r | 675 | |
| B | 608 | |
| 158 | 2.7% | |
| e | 127 | 2.2% |
| o | 127 | 2.2% |
| a | 110 | 1.9% |
| Other values (17) | 527 |
Postcode
Text
Missing 
| Distinct | 445 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 95 |
| Missing (%) | 11.7% |
| Memory size | 48.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.6152778 |
| Min length | 7 |
Unique
| Unique | 276 ? |
|---|---|
| Unique (%) | 38.3% |
Sample
| 1st row | CV37 0AA |
|---|---|
| 2nd row | CV35 8PA |
| 3rd row | CV3 5GA |
| 4th row | B95 5HA |
| 5th row | CV31 3LA |
| Value | Count | Frequency (%) |
| cv37 | 99 | 6.9% |
| cv35 | 60 | 4.2% |
| cv8 | 52 | 3.6% |
| cv31 | 51 | 3.5% |
| cv47 | 50 | 3.5% |
| cv34 | 50 | 3.5% |
| cv32 | 36 | 2.5% |
| cv3 | 28 | 1.9% |
| cv5 | 27 | 1.9% |
| b49 | 23 | 1.6% |
| Other values (210) | 964 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 787 | |
| 720 | ||
| C | 579 | |
| V | 579 | |
| 3 | 436 | 8.0% |
| 7 | 270 | 4.9% |
| 5 | 202 | 3.7% |
| 4 | 191 | 3.5% |
| 1 | 179 | 3.3% |
| 9 | 179 | 3.3% |
| Other values (24) | 1361 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5483 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 787 | |
| 720 | ||
| C | 579 | |
| V | 579 | |
| 3 | 436 | 8.0% |
| 7 | 270 | 4.9% |
| 5 | 202 | 3.7% |
| 4 | 191 | 3.5% |
| 1 | 179 | 3.3% |
| 9 | 179 | 3.3% |
| Other values (24) | 1361 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5483 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 787 | |
| 720 | ||
| C | 579 | |
| V | 579 | |
| 3 | 436 | 8.0% |
| 7 | 270 | 4.9% |
| 5 | 202 | 3.7% |
| 4 | 191 | 3.5% |
| 1 | 179 | 3.3% |
| 9 | 179 | 3.3% |
| Other values (24) | 1361 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5483 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 787 | |
| 720 | ||
| C | 579 | |
| V | 579 | |
| 3 | 436 | 8.0% |
| 7 | 270 | 4.9% |
| 5 | 202 | 3.7% |
| 4 | 191 | 3.5% |
| 1 | 179 | 3.3% |
| 9 | 179 | 3.3% |
| Other values (24) | 1361 |
PatientClassificationDesc
Categorical
Missing 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 93 |
| Missing (%) | 11.4% |
| Memory size | 59.5 KiB |
| Ordinary admission. | |
|---|---|
| Day case admission. |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ordinary admission. |
|---|---|
| 2nd row | Ordinary admission. |
| 3rd row | Ordinary admission. |
| 4th row | Ordinary admission. |
| 5th row | Ordinary admission. |
Common Values
| Value | Count | Frequency (%) |
| Ordinary admission. | 636 | |
| Day case admission. | 86 | 10.6% |
| (Missing) | 93 | 11.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| admission | 722 | |
| ordinary | 636 | |
| day | 86 | 5.6% |
| case | 86 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2080 | |
| a | 1530 | |
| s | 1530 | |
| n | 1358 | |
| d | 1358 | |
| r | 1272 | |
| 808 | 5.9% | |
| . | 722 | 5.3% |
| y | 722 | 5.3% |
| m | 722 | 5.3% |
| Other values (5) | 1616 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13718 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 2080 | |
| a | 1530 | |
| s | 1530 | |
| n | 1358 | |
| d | 1358 | |
| r | 1272 | |
| 808 | 5.9% | |
| . | 722 | 5.3% |
| y | 722 | 5.3% |
| m | 722 | 5.3% |
| Other values (5) | 1616 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13718 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 2080 | |
| a | 1530 | |
| s | 1530 | |
| n | 1358 | |
| d | 1358 | |
| r | 1272 | |
| 808 | 5.9% | |
| . | 722 | 5.3% |
| y | 722 | 5.3% |
| m | 722 | 5.3% |
| Other values (5) | 1616 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13718 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 2080 | |
| a | 1530 | |
| s | 1530 | |
| n | 1358 | |
| d | 1358 | |
| r | 1272 | |
| 808 | 5.9% | |
| . | 722 | 5.3% |
| y | 722 | 5.3% |
| m | 722 | 5.3% |
| Other values (5) | 1616 |
Counter_PreviousOrmisActivity
Real number (ℝ)
Missing 
| Distinct | 14 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 440 |
| Missing (%) | 54.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7386667 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7.3 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.4497022 |
|---|---|
| Coefficient of variation (CV) | 0.89448718 |
| Kurtosis | 16.656619 |
| Mean | 2.7386667 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.1269038 |
| Sum | 1027 |
| Variance | 6.001041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 146 | 17.9% |
| 2 | 81 | 9.9% |
| 3 | 57 | 7.0% |
| 4 | 34 | 4.2% |
| 5 | 16 | 2.0% |
| 6 | 15 | 1.8% |
| 8 | 10 | 1.2% |
| 7 | 7 | 0.9% |
| 9 | 3 | 0.4% |
| 10 | 2 | 0.2% |
| Other values (4) | 4 | 0.5% |
| (Missing) | 440 |
| Value | Count | Frequency (%) |
| 1 | 146 | |
| 2 | 81 | |
| 3 | 57 | 7.0% |
| 4 | 34 | 4.2% |
| 5 | 16 | 2.0% |
| 6 | 15 | 1.8% |
| 7 | 7 | 0.9% |
| 8 | 10 | 1.2% |
| 9 | 3 | 0.4% |
| 10 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.1% |
| 17 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 10 | 2 | 0.2% |
| 9 | 3 | 0.4% |
| 8 | 10 | |
| 7 | 7 | |
| 6 | 15 | |
| 5 | 16 |
Interactions
Correlations
| AdmitWard | BMI | Can you go up and down the stairs without assistance? | Counter_PreviousOrmisActivity | Do you currently use any walking aids to walk? | Do you have downstairs access to a toilet? | Do you have stairs at home? | Do you live alone? | Flag_IsDiagnosedDiabetes | Flag_IsDiagnosedHeartRate | Flag_IsDiagnosedHypertension | Flag_IsDiagnosedMentalandBehaviourAlcohol | Flag_IsDiagnosedObesity | Flag_IsDiagnosedSmoker | Have you had any falls in the past 12 months? | Have you had previous joint replacement surgery? | Height CM CORRECTED | How anxious are you about having joint replacement surgery? | How far can you currently walk? | How long do you estimate it would take you to stand from a chair, walk 5 steps away from the chair and then return to the chair again? | How long do you expect to stay in hospital after your operation? | ID | LengthOfStay | OperationLengthMinute | PRIORITY_TYPE_DESCRIPTION | PatientClassificationDesc | PatientTotalTime | PersonEthnicCategoryDesc | PersonGender | PrimaryProcedureDesc | ProfCarerOnAdmitName | SWFT_LoS | Smoker | TheatreCode | TheatreName | Unnamed: 5 | Weight KG CORRECTED | Will there be someone, such as a family member or friend, who can support you during your initial recovery? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AdmitWard | 1.000 | 0.000 | 0.013 | 0.000 | 0.037 | 0.000 | 0.000 | 0.104 | 0.034 | 0.000 | 0.072 | 0.000 | 0.027 | 0.047 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.600 | 0.000 | 0.447 | 0.000 | 0.205 | 0.603 | 0.000 | 0.000 | 0.570 | 0.436 | 0.187 | 0.000 | 0.617 | 0.617 | 0.000 | 0.102 | 0.018 |
| BMI | 0.000 | 1.000 | 0.000 | 0.006 | 0.000 | 0.018 | 0.091 | 0.109 | 0.082 | 0.000 | 0.000 | 0.000 | 0.479 | 0.000 | 0.119 | 0.083 | -0.103 | 0.030 | 0.072 | 0.000 | 0.027 | 0.078 | 0.018 | 0.131 | 0.067 | 0.000 | 0.009 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.025 | -0.079 | 0.772 | 0.141 |
| Can you go up and down the stairs without assistance? | 0.013 | 0.000 | 1.000 | 0.040 | 0.337 | 0.073 | 0.311 | 0.153 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.091 | 0.183 | 0.033 | 0.000 | 0.157 | 0.308 | 0.212 | 0.176 | 0.035 | 0.184 | 0.044 | 0.000 | 0.000 | 0.000 | 0.153 | 0.111 | 0.228 | 0.000 | 0.165 | 0.112 | 0.174 | 0.174 | 0.000 | 0.000 | 0.199 |
| Counter_PreviousOrmisActivity | 0.000 | 0.006 | 0.040 | 1.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.154 | 0.068 | 0.154 | 0.000 | 0.052 | 0.135 | 0.060 | -0.098 | 0.051 | 0.000 | 0.000 | 0.030 | 0.042 | 0.020 | 0.015 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.072 | 0.000 | 0.000 | -0.136 | -0.030 | 0.000 |
| Do you currently use any walking aids to walk? | 0.037 | 0.000 | 0.337 | 0.000 | 1.000 | 0.029 | 0.132 | 0.138 | 0.185 | 0.006 | 0.019 | 0.006 | 0.181 | 0.000 | 0.217 | 0.094 | 0.000 | 0.094 | 0.395 | 0.289 | 0.170 | 0.000 | 0.161 | 0.080 | 0.000 | 0.000 | 0.061 | 0.077 | 0.175 | 0.198 | 0.099 | 0.214 | 0.000 | 0.042 | 0.042 | 0.000 | 0.000 | 0.129 |
| Do you have downstairs access to a toilet? | 0.000 | 0.018 | 0.073 | 0.000 | 0.029 | 1.000 | 0.197 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.080 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.127 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Do you have stairs at home? | 0.000 | 0.091 | 0.311 | 0.040 | 0.132 | 0.197 | 1.000 | 0.148 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.095 | 0.054 | 0.000 | 0.000 | 0.114 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.115 | 0.000 | 0.132 | 0.000 | 0.108 | 0.108 | 0.000 | 0.118 | 0.110 |
| Do you live alone? | 0.104 | 0.109 | 0.153 | 0.000 | 0.138 | 0.059 | 0.148 | 1.000 | 0.011 | 0.000 | 0.047 | 0.000 | 0.000 | 0.087 | 0.039 | 0.095 | 0.059 | 0.000 | 0.090 | 0.000 | 0.167 | 0.138 | 0.148 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.061 | 0.106 | 0.195 | 0.100 | 0.049 | 0.049 | 0.068 | 0.054 | 0.609 |
| Flag_IsDiagnosedDiabetes | 0.034 | 0.082 | 0.021 | 0.000 | 0.185 | 0.000 | 0.000 | 0.011 | 1.000 | 0.000 | 0.236 | 0.000 | 0.239 | 0.000 | 0.068 | 0.000 | 0.000 | 0.107 | 0.213 | 0.162 | 0.104 | 0.121 | 0.208 | 0.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.036 | 0.000 | 0.000 | 0.117 | 0.000 | 0.032 | 0.032 | 0.170 | 0.000 | 0.139 |
| Flag_IsDiagnosedHeartRate | 0.000 | 0.000 | 0.000 | 0.154 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.874 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.030 | 0.000 | 0.000 | 0.000 |
| Flag_IsDiagnosedHypertension | 0.072 | 0.000 | 0.000 | 0.068 | 0.019 | 0.000 | 0.046 | 0.047 | 0.236 | 0.000 | 1.000 | 0.000 | 0.107 | 0.000 | 0.038 | 0.080 | 0.000 | 0.000 | 0.109 | 0.040 | 0.036 | 0.057 | 0.074 | 0.132 | 0.000 | 0.000 | 0.048 | 0.000 | 0.111 | 0.174 | 0.000 | 0.129 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.078 |
| Flag_IsDiagnosedMentalandBehaviourAlcohol | 0.000 | 0.000 | 0.000 | 0.154 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.874 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.030 | 0.000 | 0.000 | 0.000 |
| Flag_IsDiagnosedObesity | 0.027 | 0.479 | 0.000 | 0.000 | 0.181 | 0.000 | 0.000 | 0.000 | 0.239 | 0.000 | 0.107 | 0.000 | 1.000 | 0.000 | 0.128 | 0.000 | 0.097 | 0.130 | 0.164 | 0.165 | 0.125 | 0.157 | 0.088 | 0.084 | 0.000 | 0.000 | 0.000 | 0.066 | 0.067 | 0.000 | 0.058 | 0.052 | 0.000 | 0.000 | 0.000 | 0.130 | 0.311 | 0.136 |
| Flag_IsDiagnosedSmoker | 0.047 | 0.000 | 0.091 | 0.052 | 0.000 | 0.000 | 0.000 | 0.087 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.055 | 0.014 | 0.025 | 0.000 | 0.000 | 0.097 | 0.000 | 0.000 | 0.171 | 0.000 | 0.000 | 0.056 | 0.155 | 0.077 | 0.691 | 0.093 | 0.093 | 0.000 | 0.000 | 0.009 |
| Have you had any falls in the past 12 months? | 0.085 | 0.119 | 0.183 | 0.135 | 0.217 | 0.000 | 0.079 | 0.039 | 0.068 | 0.000 | 0.038 | 0.000 | 0.128 | 0.000 | 1.000 | 0.041 | 0.000 | 0.112 | 0.262 | 0.178 | 0.138 | 0.116 | 0.147 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.045 | 0.000 | 0.077 | 0.138 | 0.028 | 0.144 | 0.144 | 0.047 | 0.038 | 0.104 |
| Have you had previous joint replacement surgery? | 0.000 | 0.083 | 0.033 | 0.060 | 0.094 | 0.000 | 0.000 | 0.095 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.041 | 1.000 | 0.025 | 0.161 | 0.097 | 0.000 | 0.099 | 0.000 | 0.054 | 0.111 | 0.034 | 0.020 | 0.109 | 0.000 | 0.064 | 0.290 | 0.000 | 0.038 | 0.000 | 0.070 | 0.070 | 0.024 | 0.000 | 0.000 |
| Height CM CORRECTED | 0.000 | -0.103 | 0.000 | -0.098 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.000 | 0.025 | 1.000 | 0.015 | 0.054 | 0.040 | 0.000 | -0.015 | -0.122 | -0.036 | 0.000 | 0.000 | 0.063 | 0.000 | 0.116 | 0.144 | 0.000 | 0.000 | 0.000 | 0.040 | 0.040 | 1.000 | 0.495 | 0.000 |
| How anxious are you about having joint replacement surgery? | 0.000 | 0.030 | 0.157 | 0.051 | 0.094 | 0.024 | 0.000 | 0.000 | 0.107 | 0.000 | 0.000 | 0.000 | 0.130 | 0.024 | 0.112 | 0.161 | 0.015 | 1.000 | 0.153 | 0.133 | 0.165 | 0.041 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.233 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.027 |
| How far can you currently walk? | 0.000 | 0.072 | 0.308 | 0.000 | 0.395 | 0.000 | 0.095 | 0.090 | 0.213 | 0.087 | 0.109 | 0.087 | 0.164 | 0.055 | 0.262 | 0.097 | 0.054 | 0.153 | 1.000 | 0.338 | 0.276 | 0.064 | 0.136 | 0.068 | 0.000 | 0.000 | 0.035 | 0.000 | 0.205 | 0.164 | 0.000 | 0.204 | 0.063 | 0.105 | 0.105 | 0.000 | 0.000 | 0.038 |
| How long do you estimate it would take you to stand from a chair, walk 5 steps away from the chair and then return to the chair again? | 0.000 | 0.000 | 0.212 | 0.000 | 0.289 | 0.000 | 0.054 | 0.000 | 0.162 | 0.018 | 0.040 | 0.018 | 0.165 | 0.014 | 0.178 | 0.000 | 0.040 | 0.133 | 0.338 | 1.000 | 0.157 | 0.025 | 0.063 | 0.000 | 0.021 | 0.072 | 0.000 | 0.000 | 0.143 | 0.000 | 0.056 | 0.106 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 |
| How long do you expect to stay in hospital after your operation? | 0.099 | 0.027 | 0.176 | 0.030 | 0.170 | 0.080 | 0.000 | 0.167 | 0.104 | 0.000 | 0.036 | 0.000 | 0.125 | 0.025 | 0.138 | 0.099 | 0.000 | 0.165 | 0.276 | 0.157 | 1.000 | 0.145 | 0.070 | 0.079 | 0.057 | 0.104 | 0.098 | 0.000 | 0.208 | 0.144 | 0.009 | 0.151 | 0.066 | 0.137 | 0.137 | 0.000 | 0.081 | 0.119 |
| ID | 0.600 | 0.078 | 0.035 | 0.042 | 0.000 | 0.056 | 0.000 | 0.138 | 0.121 | 0.000 | 0.057 | 0.000 | 0.157 | 0.000 | 0.116 | 0.000 | -0.015 | 0.041 | 0.064 | 0.025 | 0.145 | 1.000 | -0.138 | -0.073 | 0.106 | 0.181 | -0.273 | 0.054 | 0.039 | 0.000 | 0.096 | 0.224 | 0.028 | 0.274 | 0.274 | -0.018 | 0.023 | 0.094 |
| LengthOfStay | 0.000 | 0.018 | 0.184 | 0.020 | 0.161 | 0.000 | 0.114 | 0.148 | 0.208 | 0.000 | 0.074 | 0.000 | 0.088 | 0.000 | 0.147 | 0.054 | -0.122 | 0.034 | 0.136 | 0.063 | 0.070 | -0.138 | 1.000 | 0.190 | 0.000 | 0.000 | 0.125 | 0.228 | 0.073 | 0.351 | 0.000 | 0.184 | 0.000 | 0.000 | 0.000 | -0.104 | -0.065 | 0.175 |
| OperationLengthMinute | 0.447 | 0.131 | 0.044 | 0.015 | 0.080 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.132 | 0.000 | 0.084 | 0.097 | 0.000 | 0.111 | -0.036 | 0.000 | 0.068 | 0.000 | 0.079 | -0.073 | 0.190 | 1.000 | 0.000 | 0.188 | 0.209 | 0.000 | 0.000 | 0.450 | 0.201 | 0.039 | 0.054 | 0.374 | 0.374 | -0.008 | 0.095 | 0.000 |
| PRIORITY_TYPE_DESCRIPTION | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.021 | 0.057 | 0.106 | 0.000 | 0.000 | 1.000 | 0.147 | 0.078 | 0.000 | 0.000 | 0.183 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PatientClassificationDesc | 0.205 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.072 | 0.104 | 0.181 | 0.000 | 0.188 | 0.147 | 1.000 | 0.195 | 0.000 | 0.000 | 0.169 | 0.128 | 0.142 | 0.000 | 0.176 | 0.176 | 0.000 | 0.080 | 0.000 |
| PatientTotalTime | 0.603 | 0.009 | 0.000 | 0.031 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.171 | 0.055 | 0.109 | 0.063 | 0.000 | 0.035 | 0.000 | 0.098 | -0.273 | 0.125 | 0.209 | 0.078 | 0.195 | 1.000 | 0.000 | 0.000 | 0.549 | 0.372 | 0.129 | 0.094 | 0.421 | 0.421 | 0.085 | 0.057 | 0.000 |
| PersonEthnicCategoryDesc | 0.000 | 0.000 | 0.153 | 0.000 | 0.077 | 0.072 | 0.000 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.228 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PersonGender | 0.000 | 0.033 | 0.111 | 0.000 | 0.175 | 0.000 | 0.000 | 0.146 | 0.036 | 0.000 | 0.111 | 0.000 | 0.067 | 0.000 | 0.045 | 0.064 | 0.116 | 0.233 | 0.205 | 0.143 | 0.208 | 0.039 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 1.000 | 0.095 | 0.150 | 0.110 | 0.000 | 0.048 | 0.048 | 0.000 | 0.150 | 0.063 |
| PrimaryProcedureDesc | 0.570 | 0.000 | 0.228 | 0.000 | 0.198 | 0.000 | 0.115 | 0.061 | 0.000 | 0.000 | 0.174 | 0.000 | 0.000 | 0.056 | 0.000 | 0.290 | 0.144 | 0.057 | 0.164 | 0.000 | 0.144 | 0.000 | 0.351 | 0.450 | 0.183 | 0.169 | 0.549 | 0.000 | 0.095 | 1.000 | 0.450 | 0.062 | 0.032 | 0.463 | 0.463 | 0.000 | 0.000 | 0.000 |
| ProfCarerOnAdmitName | 0.436 | 0.000 | 0.000 | 0.000 | 0.099 | 0.127 | 0.000 | 0.106 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.155 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.009 | 0.096 | 0.000 | 0.201 | 0.061 | 0.128 | 0.372 | 0.000 | 0.150 | 0.450 | 1.000 | 0.000 | 0.055 | 0.340 | 0.340 | 0.000 | 0.072 | 0.000 |
| SWFT_LoS | 0.187 | 0.000 | 0.165 | 0.051 | 0.214 | 0.000 | 0.132 | 0.195 | 0.117 | 0.000 | 0.129 | 0.000 | 0.052 | 0.077 | 0.138 | 0.038 | 0.000 | 0.000 | 0.204 | 0.106 | 0.151 | 0.224 | 0.184 | 0.039 | 0.000 | 0.142 | 0.129 | 0.000 | 0.110 | 0.062 | 0.000 | 1.000 | 0.071 | 0.092 | 0.092 | 0.058 | 0.000 | 0.173 |
| Smoker | 0.000 | 0.000 | 0.112 | 0.072 | 0.000 | 0.020 | 0.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.691 | 0.028 | 0.000 | 0.000 | 0.000 | 0.063 | 0.017 | 0.066 | 0.028 | 0.000 | 0.054 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.032 | 0.055 | 0.071 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 |
| TheatreCode | 0.617 | 0.025 | 0.174 | 0.000 | 0.042 | 0.000 | 0.108 | 0.049 | 0.032 | 0.030 | 0.000 | 0.030 | 0.000 | 0.093 | 0.144 | 0.070 | 0.040 | 0.000 | 0.105 | 0.000 | 0.137 | 0.274 | 0.000 | 0.374 | 0.000 | 0.176 | 0.421 | 0.000 | 0.048 | 0.463 | 0.340 | 0.092 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| TheatreName | 0.617 | 0.025 | 0.174 | 0.000 | 0.042 | 0.000 | 0.108 | 0.049 | 0.032 | 0.030 | 0.000 | 0.030 | 0.000 | 0.093 | 0.144 | 0.070 | 0.040 | 0.000 | 0.105 | 0.000 | 0.137 | 0.274 | 0.000 | 0.374 | 0.000 | 0.176 | 0.421 | 0.000 | 0.048 | 0.463 | 0.340 | 0.092 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Unnamed: 5 | 0.000 | -0.079 | 0.000 | -0.136 | 0.000 | 0.000 | 0.000 | 0.068 | 0.170 | 0.000 | 0.049 | 0.000 | 0.130 | 0.000 | 0.047 | 0.024 | 1.000 | 0.042 | 0.000 | 0.000 | 0.000 | -0.018 | -0.104 | -0.008 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 1.000 | 0.494 | 0.000 |
| Weight KG CORRECTED | 0.102 | 0.772 | 0.000 | -0.030 | 0.000 | 0.000 | 0.118 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.311 | 0.000 | 0.038 | 0.000 | 0.495 | 0.000 | 0.000 | 0.000 | 0.081 | 0.023 | -0.065 | 0.095 | 0.000 | 0.080 | 0.057 | 0.000 | 0.150 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.494 | 1.000 | 0.078 |
| Will there be someone, such as a family member or friend, who can support you during your initial recovery? | 0.018 | 0.141 | 0.199 | 0.000 | 0.129 | 0.000 | 0.110 | 0.609 | 0.139 | 0.000 | 0.078 | 0.000 | 0.136 | 0.009 | 0.104 | 0.000 | 0.000 | 0.027 | 0.038 | 0.083 | 0.119 | 0.094 | 0.175 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.000 | 0.173 | 0.007 | 0.000 | 0.000 | 0.000 | 0.078 | 1.000 |
Missing values
Sample
| ID | Age (years): | Height (please input in centimeters) | Weight (please input in kilograms) | Height CM CORRECTED | Unnamed: 5 | Weight KG CORRECTED | BMI | Smoker | Do you live alone? | Will there be someone, such as a family member or friend, who can support you during your initial recovery? | Do you have stairs at home? | Can you go up and down the stairs without assistance? | Do you have downstairs access to a toilet? | How far can you currently walk? | Do you currently use any walking aids to walk? | Have you had any falls in the past 12 months? | How long do you expect to stay in hospital after your operation? | How anxious are you about having joint replacement surgery? | Have you had previous joint replacement surgery? | How long do you estimate it would take you to stand from a chair, walk 5 steps away from the chair and then return to the chair again? | PersonGender | PersonBirthDate | AdmissionDateTime | DischargeDateTime | ProfCarerOnAdmitName | PrimaryProcedureCode | PrimaryProcedureDesc | TheatreCode | TheatreName | AdmitWard | OperationStartDateTime | OperationEndDateTime | OperationLengthMinute | PatientTotalTime | LengthOfStay | Flag_IsDiagnosedDiabetes | Flag_IsDiagnosedHypertension | Flag_IsDiagnosedSmoker | Flag_IsDiagnosedHeartRate | Flag_IsDiagnosedMentalandBehaviourAlcohol | Flag_IsDiagnosedObesity | Flag_IsDiagnosedDisorderOfBrain | SWFT_LoS | PRIORITY_TYPE_DESCRIPTION | PersonEthnicCategoryDesc | Postcode | PatientClassificationDesc | Counter_PreviousOrmisActivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 64 | 178 | 96.6kg | 178.0 | 1.78 | 96.6 | 30.488575 | No | No | Yes, including overnight | Yes | Yes | Yes | More than a mile | No | No | Go home the same day | Not at all | No | More than 15 seconds | Male | 1956-08-28 00:00:00 | 2021-07-08 07:00:00 | 2021-07-09 15:30:07 | Shah | W381 | Primary total prosthetic replacement of hip joint not using cement | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-08 11:27:00 | 2021-07-08 12:38:00 | 71.0 | 120.0 | 1.0 | N | N | N | N | N | N | N | 0.0 | Routine | British | CV37 0AA | Ordinary admission. | 2.0 |
| 1 | 2 | 50 | 170 | 85 | 170.0 | 1.70 | 85.0 | 29.411765 | No | No | Yes, including overnight | Yes | Yes | No | Less than a mile | No | No | Go home the same day | Moderately | No | Less than 15 seconds | Female | 1970-10-16 00:00:00 | 2021-07-09 07:00:00 | 2021-07-11 11:49:36 | Robertson | W401 | Primary total prosthetic replacement of knee joint using cement | THE5 | Theatre 5 | GREVILLE WARD | 2021-07-09 12:23:00 | 2021-07-09 13:48:00 | 85.0 | 180.0 | 2.0 | N | N | N | N | N | N | N | 1.0 | Routine | British | CV35 8PA | Ordinary admission. | 3.0 |
| 2 | 3 | 59 | 150cm | 92kg | 150.0 | 1.50 | 92.0 | 40.888889 | No | Yes | Yes, in the daytime only | Yes | Yes | Yes | Less than a mile | No | No | 1 night | Mildly | Yes | Less than 15 seconds | Female | 1962-01-09 00:00:00 | 2021-07-12 07:00:00 | 2021-07-13 18:00:20 | Faisal | W381 | Primary total prosthetic replacement of hip joint not using cement | THE5 | Theatre 5 | GREVILLE WARD | 2021-07-12 13:22:00 | 2021-07-12 14:55:00 | 93.0 | 120.0 | 1.0 | N | N | N | N | N | Y | N | 1.0 | Routine | British | CV3 5GA | Ordinary admission. | NaN |
| 3 | 4 | 63 | 164 | 73 | 164.0 | 1.64 | 73.0 | 27.141582 | No | No | Yes, including overnight | Yes | Yes | Yes | Less than a mile | Yes - I use a walking stick or crutch | No | 1 night | Very | No | Less than 15 seconds | Female | 1957-11-20 00:00:00 | 2021-07-16 07:00:00 | 2021-07-18 18:00:39 | Shah | W381 | Primary total prosthetic replacement of hip joint not using cement | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-16 14:31:00 | 2021-07-16 15:55:00 | 84.0 | 120.0 | 2.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | B95 5HA | Ordinary admission. | NaN |
| 4 | 5 | 75 | 182.8 | 99.2 | 182.0 | 1.82 | 99.2 | 29.948074 | No | No | Yes, including overnight | Yes | Yes | Yes | More than a mile | No | Yes | 1 night | Moderately | No | Less than 15 seconds | Male | 1946-04-07 00:00:00 | 2021-07-20 07:00:00 | 2021-07-21 19:33:50 | Robertson | W401 | Primary total prosthetic replacement of knee joint using cement | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-20 11:35:00 | 2021-07-20 13:05:00 | 90.0 | 135.0 | 1.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | CV31 3LA | Ordinary admission. | 1.0 |
| 5 | 6 | 71 | 168 | 65 | 168.0 | 1.68 | 65.0 | 23.030045 | No | No | Yes, including overnight | Yes | Yes | Yes | Less than a mile | Yes - I use a walking stick or crutch | No | 1 night | Very | No | Less than 15 seconds | Male | 1949-08-05 00:00:00 | 2021-07-22 11:00:00 | 2021-07-24 16:43:29 | Shah | W381 | Primary total prosthetic replacement of hip joint not using cement | THE5 | Theatre 5 | GREVILLE WARD | 2021-07-22 15:32:00 | 2021-07-22 17:18:00 | 106.0 | 120.0 | 2.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | CV47 1GA | Ordinary admission. | NaN |
| 6 | 7 | 76 | 160 | 70 | 160.0 | 1.60 | 70.0 | 27.343750 | No | No | Yes, including overnight | Yes | Yes | Yes | Less than a mile | Yes - I use a walking stick or crutch | No | 2 nights | Moderately | No | Less than 15 seconds | Male | 1944-12-21 00:00:00 | 2021-07-23 07:00:00 | 2021-07-28 18:05:45 | Robertson | W401 | Primary total prosthetic replacement of knee joint using cement | THE3 | Theatre 3 | GREVILLE WARD | 2021-07-23 15:39:00 | 2021-07-23 16:53:00 | 74.0 | 135.0 | 5.0 | Y | Y | N | N | N | N | N | 2.0 | Routine | British | CV47 0JA | Ordinary admission. | 3.0 |
| 7 | 8 | 82 | 162.56 | 81.4 | 162.0 | 1.62 | 81.4 | 31.016613 | No | Yes | Yes, in the daytime only | No | No | Yes | In the house only | Yes - I use a wheeled walker | No | 3 or more nights | Very | No | More than 15 seconds | Female | 1938-10-23 00:00:00 | 2021-07-23 07:00:00 | 2021-07-26 17:00:02 | Shah | W381 | Primary total prosthetic replacement of hip joint not using cement | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-23 11:35:00 | 2021-07-23 13:39:00 | 124.0 | 120.0 | 3.0 | N | N | N | N | N | N | N | 3.0 | Routine | British | CV37 8XA | Ordinary admission. | NaN |
| 8 | 9 | 78 | 190 | 89 | 190.0 | 1.90 | 89.0 | 24.653740 | No | No | Yes, including overnight | Yes | Yes | No | In the house only | Yes - I use a walking stick or crutch | Yes | 2 nights | Moderately | No | More than 15 seconds | Male | 1943-06-14 00:00:00 | 2021-07-24 07:00:00 | 2021-07-26 18:45:02 | Shah | W381 | Primary total prosthetic replacement of hip joint not using cement | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-24 13:29:00 | 2021-07-24 14:55:00 | 86.0 | 130.0 | 2.0 | N | Y | N | N | N | N | N | 0.0 | Urgent | British | CV8 2FA | Ordinary admission. | 2.0 |
| 9 | 10 | 50 | 5ft 6inch | 98kg | 167.0 | 1.67 | 98.0 | 35.139302 | Yes | Yes | Yes, including overnight | Yes | Yes | No | Less than a mile | No | Yes | 1 night | Mildly | Yes | More than 15 seconds | Female | 1971-03-02 00:00:00 | 2021-07-27 07:00:00 | 2021-07-28 15:16:39 | Robertson | W581 | Primary resurfacing arthroplasty of joint | THE 6 | THEATRE 6 | GREVILLE WARD | 2021-07-27 10:04:00 | 2021-07-27 11:26:00 | 82.0 | 194.0 | 1.0 | N | Y | Y | N | N | Y | N | 1.0 | Routine | British | CV35 0AA | Ordinary admission. | 4.0 |
| ID | Age (years): | Height (please input in centimeters) | Weight (please input in kilograms) | Height CM CORRECTED | Unnamed: 5 | Weight KG CORRECTED | BMI | Smoker | Do you live alone? | Will there be someone, such as a family member or friend, who can support you during your initial recovery? | Do you have stairs at home? | Can you go up and down the stairs without assistance? | Do you have downstairs access to a toilet? | How far can you currently walk? | Do you currently use any walking aids to walk? | Have you had any falls in the past 12 months? | How long do you expect to stay in hospital after your operation? | How anxious are you about having joint replacement surgery? | Have you had previous joint replacement surgery? | How long do you estimate it would take you to stand from a chair, walk 5 steps away from the chair and then return to the chair again? | PersonGender | PersonBirthDate | AdmissionDateTime | DischargeDateTime | ProfCarerOnAdmitName | PrimaryProcedureCode | PrimaryProcedureDesc | TheatreCode | TheatreName | AdmitWard | OperationStartDateTime | OperationEndDateTime | OperationLengthMinute | PatientTotalTime | LengthOfStay | Flag_IsDiagnosedDiabetes | Flag_IsDiagnosedHypertension | Flag_IsDiagnosedSmoker | Flag_IsDiagnosedHeartRate | Flag_IsDiagnosedMentalandBehaviourAlcohol | Flag_IsDiagnosedObesity | Flag_IsDiagnosedDisorderOfBrain | SWFT_LoS | PRIORITY_TYPE_DESCRIPTION | PersonEthnicCategoryDesc | Postcode | PatientClassificationDesc | Counter_PreviousOrmisActivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 805 | 806 | 87 | 152 | 72 | 152.00 | NaN | 72.0 | 31.2 | No | Yes | Yes, in the daytime only | No | No | Yes | Less than a mile | Yes - I use a walking stick or crutch | No | 1 night | Mildly | Yes | Less than 15 seconds | Female | 13336 | 45253.291667 | 45255.740081 | Shah | W401 | Primary total prosthetic replacement of knee joint using cement | THE 6 | THEATRE 6 | THOMAS WARD | 45253.486806 | 45253.55625 | 100.0 | 120.0 | 2.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | B93 8BA | Ordinary admission. | NaN |
| 806 | 807 | 58 | 5.9 | 125 | 175.26 | NaN | 125.0 | 40.7 | Yes | No | Yes, including overnight | Yes | Yes | No | Less than a mile | No | Yes | 1 night | Very | Yes | Less than 15 seconds | Female | 23806 | 45307.291667 | 45308.833704 | Robertson | W581 | Primary resurfacing arthroplasty of joint | THE 6 | THEATRE 6 | THOMAS WARD | 45307.516667 | 45307.595139 | 113.0 | 150.0 | 1.0 | N | N | Y | N | N | N | N | 1.0 | Routine | Not stated | CV21 1PA | Ordinary admission. | 3.0 |
| 807 | 808 | 59 | 186 | 119 | 186.00 | NaN | 119.0 | 34.4 | No | No | Yes, including overnight | Yes | Yes | No | In the house only | Yes - I use a walking stick or crutch | Yes | 2 nights | Very | Yes | More than 15 seconds | Male | 23455 | 45329.291667 | 45334.438079 | Shah | W401 | Primary total prosthetic replacement of knee joint using cement | THE 6 | THEATRE 6 | THOMAS WARD | 45329.661806 | 45329.744444 | 119.0 | 120.0 | 5.0 | Y | Y | N | N | N | Y | N | 1.0 | Routine | British | CV4 9EA | Ordinary admission. | 1.0 |
| 808 | 809 | 63 | 1.8 | 92 | 180.00 | NaN | 92.0 | 28.4 | Yes | No | Yes, including overnight | Yes | Yes | Yes | More than a mile | No | No | 1 night | Moderately | No | Less than 15 seconds | Male | 21999 | 45376.291667 | 45377.759745 | Robertson | W401 | Primary total prosthetic replacement of knee joint using cement | THE 6 | THEATRE 6 | THOMAS WARD | 45376.391667 | 45376.479167 | 126.0 | 120.0 | 1.0 | N | N | N | N | N | N | N | 1.0 | Routine | British | CV6 2DA | Ordinary admission. | NaN |
| 809 | 810 | 71 | 156 | 70 | 156.00 | NaN | 70.0 | 28.8 | No | No | Yes, including overnight | Yes | Yes | No | More than a mile | No | No | 1 night | Mildly | No | Less than 15 seconds | Female | 19251 | 45495.291667 | 45496.663981 | Faisal | NaN | NaN | VAN1 | VANGUARD ONE | THOMAS WARD | 45495.567361 | 45495.625 | 83.0 | 120.0 | 1.0 | N | N | N | N | N | N | N | 1.0 | Routine | British | HR5 3BA | Ordinary admission. | NaN |
| 810 | 811 | 57 | 1 | 100 | 100.00 | NaN | 100.0 | 100.0 | No | No | Yes, including overnight | Yes | Yes | Yes | More than a mile | No | No | 1 night | Moderately | No | Less than 15 seconds | Male | 24434 | 45376.291667 | 45377.760069 | Ud-Din | W381 | Primary total prosthetic replacement of hip joint not using cement | THE4 | Theatre 4 | THOMAS WARD | 45376.671528 | 45376.724306 | 76.0 | 120.0 | 1.0 | N | N | N | N | N | N | N | 1.0 | Routine | British | LD3 0AA | Ordinary admission. | NaN |
| 811 | 812 | 73 | 174 | 86 | 174.00 | NaN | 86.0 | 28.4 | No | Yes | No | Yes | Yes | Yes | Less than a mile | No | Yes | 2 nights | Mildly | No | Less than 15 seconds | Male | 18390 | 45356.291667 | 45357.666759 | Robertson | W401 | Primary total prosthetic replacement of knee joint using cement | VAN1 | VANGUARD ONE | THOMAS WARD | 45356.575 | 45356.638889 | 92.0 | 120.0 | 1.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | B94 5SA | Ordinary admission. | NaN |
| 812 | 813 | 82 | 150 | 59 | 150.00 | NaN | 59.0 | 26.2 | No | No | Yes, including overnight | Yes | No | Yes | In the house only | Yes - I use a walking frame | No | 2 nights | Very | Yes | More than 15 seconds | Female | 17550 | 45471.291667 | 45473.877095 | Faisal | W381 | Primary total prosthetic replacement of hip joint not using cement | THE4 | Theatre 4 | THOMAS WARD | 45471.520833 | 45471.584028 | 91.0 | 120.0 | 2.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | B93 0PA | Ordinary admission. | NaN |
| 813 | 814 | 76 | 67cm | 59 | 67.00 | NaN | 59.0 | 131.4 | No | Yes | Yes, in the daytime only | Yes | Yes | No | More than a mile | No | No | 1 night | Mildly | No | Less than 15 seconds | Female | 17550 | 45471.291667 | 45473.877095 | Faisal | W381 | Primary total prosthetic replacement of hip joint not using cement | THE4 | Theatre 4 | THOMAS WARD | 45471.520833 | 45471.584028 | 91.0 | 120.0 | 2.0 | N | Y | N | N | N | N | N | 1.0 | Routine | British | B93 0PA | Ordinary admission. | NaN |
| 814 | 815 | 58 | 174 | 120 | 174.00 | NaN | 120.0 | 39.6 | No | No | Yes, including overnight | Yes | Yes | Yes | Less than a mile | No | No | 1 night | Very | No | Less than 15 seconds | Female | 24135 | 45338.291667 | 45340.766308 | Ud-Din | W401 | Primary total prosthetic replacement of knee joint using cement | THE 6 | THEATRE 6 | THOMAS WARD | 45338.565972 | 45338.622222 | 81.0 | 120.0 | 2.0 | N | Y | N | N | N | Y | N | 1.0 | Routine | British | CV4 9NA | Day case admission. | NaN |